From ba32573f1ff689904f74cbf7884b171c16b564c0 Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 10:31:33 +0200 Subject: [PATCH 01/19] Add ThinkBooster launch article draft Medium/LinkedIn post introducing ThinkBooster for a practitioner audience: the test-time compute problem, the strategy/scorer split, the one-URL proxy hook, three benchmark findings (confidence beating a PRM on HumanEval+, beam-vs-best-of-N compute, GPT-OSS CUDA kernels), a ReProbe + K2-Think-V2 generality result, the OptiLLM comparison, usage, limitations, and CTA. Section plan and figure placement in STRUCTURE.md. Also ignore the local experiment_results/ directory. --- .gitignore | 1 + blog/ARTICLE.md | 137 +++++++++++++++++++++++++++ blog/STRUCTURE.md | 229 ++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 367 insertions(+) create mode 100644 blog/ARTICLE.md create mode 100644 blog/STRUCTURE.md diff --git a/.gitignore b/.gitignore index 0345b3b1..bc705032 100644 --- a/.gitignore +++ b/.gitignore @@ -195,3 +195,4 @@ Qwen3/ # Telegram bot logs telegram_bot_logs/ +experiment_results/ diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md new file mode 100644 index 00000000..03183102 --- /dev/null +++ b/blog/ARTICLE.md @@ -0,0 +1,137 @@ +# Your model can think longer. ThinkBooster helps you decide how. + +*One URL turns any LLM into its own "Pro reasoning mode," plus a benchmark that finally tells you what the extra accuracy costs.* + +> _[Figure: hero — framework diagram (`images/thinkbooster.png`) or the gateway diagram (`images/endpoint.pdf`)]_ + +--- + +Every frontier model now ships a "thinking" mode. Ask o1, R1, or Qwen3 a hard question and it spends more compute before answering, and usually does better for it. Test-time compute scaling is the name for that move: you pay more at answer time, not training time, to get a better answer. + +The catch is that "spend more compute" is not one method. You can sample ten answers and keep the best. You can search a tree of reasoning steps and prune the weak branches. You can let the model run until it is confident, then stop. You can add compute only on the steps where it hesitates. These cost very different amounts, and almost no paper reports the cost. So the question every practitioner actually has, *for the accuracy I need, which method is cheapest?*, has no clean answer. + +ThinkBooster is built to answer it. + +## What ThinkBooster is + +ThinkBooster is an open-source (MIT) framework for test-time compute scaling. It puts nine scaling strategies and four scorer families behind one API, measures accuracy and compute together, and ships as an OpenAI-compatible proxy with a visual debugger. + +The one design idea worth knowing: strategy and scorer are separate. The strategy decides the shape of the search, such as how many samples to draw, whether to follow a single line or branch into a tree, and when to stop. The scorer decides which partial answer looks best. ThinkBooster ships four kinds of scorer: + +- a **process reward model**: a separate critic model trained to grade reasoning steps; +- the model's own **confidence**, read straight off its token probabilities, with no extra model to run; +- an **LLM-as-judge**: ask a model to grade the work; +- **ReProbe**: a light supervised probe on the model's internal states (our own work; more on it below). + +Any strategy pairs with any scorer. That is the point. You can ask for "beam search with a reward model" or "best-of-N with confidence" without rewriting anything. + +> _[Figure: the nine strategies table (`tab:tts_strategies`)]_ + +## The hook, in one line of code + +The proxy is the part most people touch first. ThinkBooster sits in front of your model as an OpenAI-compatible endpoint, and the strategy and scorer live in the URL: + +``` +base_url = "/v1/beam_search/prm" +``` + +Point your existing OpenAI client at that, and the same model now runs beam search scored by a reward model. Change it to `.../v1/best_of_n/confidence` and you have swapped the entire scaling method, with no other edit to your code. Agents, copilots, and enterprise stacks already speak OpenAI, so you add reasoning scaling by editing a string, and you keep the compute budget in your hands. + +> _[Figure: the endpoint gateway diagram (`images/endpoint.pdf`)]_ + +## Does it actually work? + +Three results from the benchmark are worth pulling out, because each one cuts against the obvious intuition. + +**Confidence can beat a trained reward model, and confidence is free.** On HumanEval+, pairing the MUR strategy (which spends extra compute only on uncertain steps) with a plain entropy signal takes Qwen3-8B from 79.3 to 88.8, the best coding score in the study and higher than any reward-model setup. Entropy is read off the tokens the model already produced, so it adds almost nothing, while a reward model is a second network you have to run. Against the most accurate reward-model setup, beam search with a PRM, confidence is both more accurate and under a quarter of the compute. The honest scope: on math, a real reward model still wins. This is a coding finding, not a universal law. + +**Spending more does not reliably buy more.** With the cheap scorers, beam search trails plain best-of-N and even self-consistency, despite searching much harder. Its one strong configuration, beam search with a reward model, does reach the top math accuracy. But it costs 17 to 24 times more than best-of-N with the same reward model to get there, often for a tie or a single point. For most budgets, best-of-N with a reward model sits at the better accuracy-per-FLOP point. + +**A drop-in change can improve real engineering output.** On GPT-OSS-120B writing CUDA kernels, adding best-of-N with a reward model raised end-to-end correctness from 26 to 30 and cut syntax errors by five points. Compilation rate dipped by one point, because the reward model tends to pick more ambitious kernels that are likelier to fail to compile, a trade the correctness gain pays for. + +None of this shows up in an accuracy column on its own. Because ThinkBooster's benchmark logs TFLOPs and tokens next to accuracy, you can see the trade and pick the point you can afford. + +> _[Figure: accuracy-vs-compute plots (`qwen3_humaneval_ratio.pdf`, `qwen25_aggregate_ratio.pdf`) and the GPT-OSS results table (`tab:gpt_oss`)]_ + +## ReProbe, on a model the paper never tested + +The internal-state scorer above, ReProbe, is its own line of work: *ReProbe: Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models*. Instead of a full reward model or a single confidence number, it trains a small probe to read a model's hidden states and predict whether a reasoning step is on track. It is the kind of scorer no other framework ships, and because ThinkBooster keeps the model backend swappable, we can point it at models the original paper never benchmarked. + +We did that with K2-Think-V2, the reasoning model from MBZUAI and G42. With no changes to the model, ReProbe-guided best-of-N inside ThinkBooster lifts K2-Think-V2's MBPP+ pass rate over plain single-shot decoding: from 80.7 to 81.7 on the base tests, and from 66.1 to 66.9 on the harder plus set. The gain is small and comes from a single run, and we are scaling it up. But it makes the point that matters here: a new model and a research-grade scorer drop into the same framework and the same benchmark with no special-casing. + +## Which one should you use? + +A rough rule of thumb from the numbers above: + +- **Closed API, no access to logits:** best-of-N, majority voting, or extended thinking. +- **Self-hosted and cost-sensitive:** best-of-N or MUR with a confidence scorer, which is free to compute and needs no second model. +- **Need the most accuracy and willing to pay:** beam search with a reward model. + +## How it compares to OptiLLM and the rest + +ThinkBooster is not the only tool here, and the closest one is good. OptiLLM is an OpenAI-compatible proxy with a wide menu of inference techniques, and by a loose count it covers more tricks than ThinkBooster does. Our framework table uses a strict rule, counting genuine search, scoring, and decoding methods and excluding prompt-engineering scaffolds, and by that rule it is nine strategies to OptiLLM's seven. Counted loosely, both cover 20-plus methods. We are not claiming more tricks. + +What ThinkBooster adds that the others do not ship: + +- uncertainty and ReProbe-style internal-state scoring as first-class, swappable scorer families, built on LM-Polygraph, our group's uncertainty library; +- process-reward-model scoring and FLOPs-level compute accounting (OptiLLM has neither); +- a benchmark that reports accuracy and compute together, with bundled, judged datasets across math, coding, and science; +- a visual debugger for reasoning trajectories. + +The other frameworks are narrower. LLM Reasoners is a strong modular research library, but it has no OpenAI endpoint, no native vLLM backend, and no joint performance–compute benchmark. The rest each specialize in one strategy, one reproduction, or visualization. The cells in our comparison are our own assessment rather than an audited score, but the gaps in uncertainty scoring and compute accounting are real. + +> _[Figure: the framework comparison table (`tab:ttc_frameworks`)]_ + +## Try it in five minutes + +Install: + +```bash +pip install thinkbooster +``` + +Use it as a proxy. Change the `base_url`, keep the rest of your code: + +```python +from openai import OpenAI + +client = OpenAI( + base_url="/v1/beam_search/prm", + api_key="", +) +response = client.chat.completions.create( + model="Qwen/Qwen3-30B-A3B", + messages=[{"role": "user", "content": + "Find the number of ordered pairs (x, y) of " + "positive integers satisfying x + 2y = 2xy."}], + extra_body={"max_tokens": 8192, "tts_beam_size": 4}, +) +print(response.choices[0].message.content) +``` + +You can also use it as a library, importing a strategy and running it yourself; run the compute-aware benchmark with one command to get accuracy and TFLOPs side by side; or open the visual debugger at `localhost:8001/debugger` and watch a strategy generate, score, prune, and select, one step at a time. + +> _[Figure: visual debugger screenshot (`images/demo-treeview.png` or `demo-result.png`)]_ + +## The honest limitations + +The dynamic, confidence-driven strategies (MUR, DeepConf, uncertainty CoT) need logits or hidden states, so they want open-weight or self-hosted models. Against a closed API you get the black-box subset: best-of-N, majority voting, extended thinking, and LLM-as-judge scoring. Splitting native, unstructured "thinking" traces into clean steps is still hard, which can affect step-level scoring. And the evidence so far covers math, coding, and science QA; compute is reported as theoretical TFLOPs and tokens, with wall-clock logged but not yet studied. + +## Why you should try it + +Test-time compute scaling is here to stay; the useful question is which method, at what cost. ThinkBooster is the first tool that lets you measure that and ship the answer by changing a URL. If you research reasoning, you get a reproducible, compute-aware benchmark and scorers, including uncertainty and ReProbe, that you will not find elsewhere. If you build with LLMs, you get a drop-in proxy with the budget in your control. + +```bash +pip install thinkbooster +``` + +Code and docs are on [GitHub](https://github.com/IINemo/thinkbooster); the paper is on [arXiv](https://arxiv.org/abs/2606.06915). Bring a strategy, a scorer, or a dataset. + + diff --git a/blog/STRUCTURE.md b/blog/STRUCTURE.md new file mode 100644 index 00000000..d1b10e52 --- /dev/null +++ b/blog/STRUCTURE.md @@ -0,0 +1,229 @@ +# ThinkBooster article — proposed structure (Medium first, LinkedIn cut after) + +> **Full draft now written to [`ARTICLE.md`](ARTICLE.md).** Added a dedicated section, +> "ReProbe, on a model the paper never tested," presenting the K2-Think-V2 (MBZUAI + G42) +> + ReProbe best-of-N result (MBPP+ 66.1→66.9 plus / 80.7→81.7 base), framed as a +> model-agnostic-generality point, not an accuracy headline (single-seed; scaling up). +> ReProbe = *Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States +> of Large Language Models* — the group's own scorer, also one of the four scorer families. + +Draft plan, revised after an independent fact-check pass. Not committed. Source of truth +for facts: the ACL 2026 paper (`_ACL_2026__ThinkBooster_demo (1)/latex/main.tex`), the +repo README, and `tables/ttc_frameworks.tex`. Numbers cross-checked against +`tables/qwen3_full_results.tex`, `qwen25_full_results.tex`, `gpt_oss.tex`. + +--- + +## The thesis (one sentence) + +Your model can already think longer; the open question is *which* way of spending that +test-time compute is cheapest for the accuracy you need — and ThinkBooster is the first +tool that lets you measure the answer and ship it by changing one URL. + +This is the spine. Every section either sets it up, proves it, or acts on it. If a +paragraph doesn't serve the thesis, it gets cut. + +## Audience + +Two readers at once: the researcher (wants a reproducible, compute-aware benchmark and the +uncertainty scorers) and the builder (wants a drop-in proxy with a compute budget). The +piece speaks to the builder first, with enough rigor to keep the researcher. + +## Title options + +1. *Your model can think longer. ThinkBooster helps you decide how.* +2. *Test-time compute, without the guesswork.* +3. *One URL turns any LLM into its own "Pro reasoning mode."* + +Lead candidate: #1 as title, #3 as subtitle. + +--- + +## Section-by-section + +### 0. Title, subtitle, hero image +- Hero: the framework diagram (`images/thinkbooster.png`) or the gateway diagram + (`images/endpoint.pdf`). + +### 1. The problem, in one scene (~160 words) +- Thinking models (o1, R1, Qwen3, GPT-OSS) made one idea mainstream: spend more compute at + inference, get better answers. **Add one plain primer sentence:** test-time compute + scaling means paying more at answer time, not training time, to get a better answer. +- But there are many ways to spend it — sample and rerank, search a tree of steps, stop when + the model is confident, add compute only on the hard steps. Each lives in its own repo, is + measured its own way, and most never report what it costs. +- So the question a practitioner actually has has no clean answer: *for the accuracy I need, + which method is cheapest?* +- Land the thesis. One line: ThinkBooster is built to answer that, and to let you switch the + answer on without rewriting your app. +- Asset: hero diagram. + +### 2. What ThinkBooster is (~210 words) +- Plain definition, no adjectives: an open-source (MIT) framework that puts nine test-time + scaling strategies and four scorer families behind one API, measures accuracy and compute + together, and ships as an OpenAI-compatible proxy plus a visual debugger. +- The one design idea worth explaining: strategy and scorer are separate. The *strategy* + decides the shape of the search (how many samples, tree or line, when to stop). The + *scorer* decides which partial answer looks best. ThinkBooster ships four kinds, and naming + them sets up the results section: + - a process reward model (a separate critic model trained to grade reasoning steps), + - the model's own uncertainty / confidence (read off its token probabilities, no extra model), + - an LLM-as-judge, + - ReProbes (a light probe on the model's internal states; the group's own work). +- You mix and match any strategy with any scorer. The four system pieces: library, benchmark, + gateway, debugger. +- Asset: strategy table (the nine strategies). + +### 3. The hook, in one line of code (~110 words + one annotated line) +- The drop-in proxy. Point an OpenAI client's `base_url` at `.../v1//` and + the same model now does test-time scaling. No other code changes. +- Show only the annotated URL line here (the *concept*); the full runnable snippet lives in + §6 so we don't print the same code twice. +- Why it matters: agents, copilots, and enterprise stacks already speak OpenAI. You add + reasoning scaling by changing a string, and you keep the compute budget in your hands. +- Asset: gateway diagram (`images/endpoint.pdf`). + +### 4. Does it actually work? (the results that surprised us) (~280 words) +Write this as three short **paragraphs** with plain topic sentences — not a bolded-bullet +triad (that pattern is a known AI tell, and three parallel one-liners is rule-of-three). + +- **Uncertainty as a near-free scorer (coding).** On HumanEval+, the MUR strategy with a plain + entropy signal takes Qwen3-8B from 79.3 to 88.8 — the best coding number in the study, and + higher than any reward-model setup. The point is the scorer's cost: entropy is read off the + tokens the model already produced, so it adds almost nothing, whereas a reward model is a + second network you have to run. Against the *most accurate* reward-model setup (beam search + + PRM) MUR+entropy is both better and under a quarter of the compute. State the honest + scope: on math a real PRM still wins, so this is a coding finding, not a universal one. +- **Spending more does not reliably buy more.** With the cheap scorers, beam search + underperforms plain Best-of-N and even self-consistency, despite searching far harder. Its + one strong configuration, beam search + PRM, does take the top math accuracy — but it costs + 17–24× more than Best-of-N + PRM to get there, often for a tie or a point or two. + Best-of-N + PRM is the better accuracy-per-FLOP point for most budgets. (Do **not** say + "beam loses to BoN" and "17–24×" in the same breath — they are different comparisons.) +- **A real engineering payoff.** On GPT-OSS-120B generating CUDA kernels, dropping in + Best-of-N + PRM raised end-to-end correctness from 26 to 30 and cut syntax errors by 5 + points. Add the honest caveat the table shows: compilation rate dips a hair (65→64) because + the reward model favors more ambitious kernels that are likelier to fail to compile — a + trade the correctness gain pays for. +- Closing line that ties to the thesis: none of this is visible from an accuracy column + alone; because the benchmark logs TFLOPs and tokens next to accuracy, you can see the trade + and pick the point you can afford. +- Asset: the accuracy-vs-compute plot (`qwen3_humaneval_ratio.pdf`, + `qwen25_aggregate_ratio.pdf`) and the GPT-OSS results table. + +### 5. Which one should you use? (~90 words, a shareable decision box) +A three-line rule of thumb straight off the results and the white/black-box split: +- Closed API, no access to logits: Best-of-N, majority voting, or extended thinking. +- Self-hosted and cost-sensitive: MUR or Best-of-N with an uncertainty scorer (free to + compute, no second model). +- Need the most accuracy and can pay for it: beam search + PRM. +This is likely the most-shared element and it directly serves the thesis. Set it as a boxed +callout. + +### 6. How it compares — vs OptiLLM and the rest (~260 words + table) +- Honest opening: there are good tools here. OptiLLM is the closest — an OpenAI-compatible + proxy with a wide menu of inference techniques. On raw count of tricks it has more than us; + say so. +- The fairness note, kept *next to the table*: ThinkBooster's own paper claims its nine + strategies "cover more than twenty" recent methods, and OptiLLM's full menu is "20+" too — + so under a loose count both are 20+. Under a strict rule (genuine search/scoring/decoding + methods, excluding prompt scaffolds) it is 9 vs 7. Use that symmetry; don't print "9 vs 7" + next to an unexplained "20+". +- What we add that none of them ship: + - uncertainty / confidence as a first-class, swappable scorer family (built on + LM-Polygraph) — narrow wording on purpose (a rival ships entropy decoding; the claim is + "first-class swappable family," not "nobody else touches confidence"), + - process-reward-model scoring and FLOPs-level compute accounting (OptiLLM has neither), + - a joint performance–compute benchmark with bundled, judged datasets (5 math, 3 coding, + 1 science), + - a visual debugger for reasoning trajectories. +- Trim the per-competitor tour to the two names a reader knows (LLM Reasoners, OptiLLM); let + the table carry OpenR / search-and-learn / TreeQuest / ReasonGraph. +- Honesty caveat in the caption: the cells are our own assessment, not an audited score. + (Keep this — it is more candid than the paper itself, and it is the best anti-spin move.) +- Asset: the `ttc_frameworks` comparison table. + +### 7. Try it in five minutes (usage + code) (~230 words + snippets) +- Install: `pip install thinkbooster`. +- As a proxy: the full `base_url`-swap snippet with `extra_body` budget controls (use the + exact model id from the README, `Qwen/Qwen3-30B-A3B`). +- As a library: import a strategy and run it (for researchers). +- Run the compute-aware benchmark: the `run_tts_eval.py` command that prints accuracy and + TFLOPs. +- Open the visual debugger at `localhost:8001/debugger`. +- Optional: the response-metadata example (per-step scores, token count, TFLOPs) — flag for + verification against the shipped API before publishing. +- Asset: debugger screenshot (`images/demo-treeview.png` or `demo-result.png`). + +### 8. The honest limitations (~140 words) +- White-box strategies (MUR, DeepConf, uncertainty CoT) need logits or hidden states, so they + want open-weight or self-hosted models. Closed APIs get the black-box subset (Best-of-N, + majority voting, extended thinking, LLM-as-judge). +- Step-boundary detection is still hard for native, unstructured thinking traces. +- Scope so far: math, coding, science QA. Compute is theoretical TFLOPs plus tokens; + wall-clock is logged but not yet studied. +- Why this section exists: it is true, it sets correct expectations, and it is what keeps the + piece from reading as a pitch. + +### 9. Why you should try it / call to action (~130 words) +- Restate the thesis: the question is not whether to scale test-time compute but which way + and at what cost — and ThinkBooster lets you answer that and ship the answer with a URL + change. +- Who it is for, one line each: researchers (reproducible compute-aware benchmark, + uncertainty scorers) and builders (drop-in proxy, budget control). +- Trim to two asks: `pip install thinkbooster` and try the live demo. Links to GitHub / + arXiv / paper go inline, not as a four-item list. + +--- + +## Figure → section map (the user inserts these) +- §0 hero — `thinkbooster.png` or `endpoint.pdf` +- §2 — `tab:tts_strategies` (nine strategies) or `thinkbooster_library.pdf` +- §3 — `endpoint.pdf` (gateway) +- §4 — `qwen3_humaneval_ratio.pdf` + `qwen25_aggregate_ratio.pdf` + GPT-OSS table +- §6 — `ttc_frameworks` table +- §7 — `demo-treeview.png` / `demo-result.png` / `demo-config.png` +- (spare: `beam_search.pdf` to illustrate a strategy in §2 or §4) + +## Length +- Medium: ~2,000 words, an 8–9 minute read. Comprehensive but not padded. If it runs long, + cut the per-competitor one-liners in §6 first. +- LinkedIn 3-minute cut (~300 words): keep §1 hook, one line of §2, the §4 HumanEval result, + the §3 URL line, the §5 decision box, and the §9 CTA. Drop the comparison detail and + limitations (link to the Medium piece for those). + +## Voice guardrails (so it does not read as AI-generated) +- Sentence-case headings. Sparse bold. Few em dashes (commas, periods, parentheses instead). +- Banned words: delve, leverage, seamless, robust, powerful, state-of-the-art, pivotal, + underscore, showcase, testament, crucial, realm, landscape (figurative). +- Banned openers: sentence-initial "Additionally,", "Moreover,", "Furthermore," (the top + AI-vocab tell). +- Banned shapes: "not just X but Y" / "X is not Y, it's Z" parallelisms; rule-of-three + padding; bolded-header-colon bullet lists (write §4 as paragraphs); `-ing` tails that + editorialize ("highlighting its importance"). +- Concrete nouns and real numbers over adjectives. Plain "is/are", not "serves as". State + affiliations flat ("LM-Polygraph, our group's UQ library"), not as self-importance + ("the group's research edge / lineage"). +- One clear argument, not a feature list with a bow on top. + +## Claims to keep exactly (verified against the tables) +- HumanEval+ 79.3 → 88.8 (+9.5), MUR + entropy, Qwen3-8B. +- GPT-OSS-120B CUDA: correctness 26 → 30 (+4pp), syntax errors −5pp, compilation 65 → 64. +- Beam+PRM vs BoN+PRM on Qwen2.5 math = 17–24× compute, beam ties/wins on accuracy. +- Nine strategies, four scorer families. base_url `.../v1//`. MIT license. + +## Claims to fix or qualify (the two a competitor would unpick) +- Beam-search §4: do not weld "loses to BoN" to "17–24×". Separate the cheap-scorer + underperformance from the beam+PRM cost premium. +- Uncertainty §4: "fraction of the compute" is true only vs the *strongest* PRM setup + (beam+PRM). The durable claim is the near-zero *scorer* overhead, not that the strategy is + globally cheaper (vs cheap BoN+PRM it is ~6× more). Keep it coding-scoped. +- §6: "only framework with uncertainty scorers" → "only one with uncertainty as a + first-class, swappable scorer family." + +## Open checks before publishing (facts to confirm) +- Is the live demo URL up? (reviewers flagged it down during review) +- `tts_metadata` field names match the shipped service? +- OptiLLM's current technique count (so the loose "20+" is accurate). +- Title wording: paper `\title` says "Seamless Test-Time Scaling"; body says "test-time + compute scaling" — pick one. From a32d3bcd5d6165595f293904866df41bbbac633b Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 10:42:50 +0200 Subject: [PATCH 02/19] Tighten article claims after review pass - Scope the beam-search 'top math accuracy' claim (best-of-N+PRM ties/beats it on MATH-500 and both AIME sets) - Soften OptiLLM compute-accounting wording to match our own comparison table - Hedge the CUDA compilation causal claim - Trim announced-honesty phrasing; subtitle no longer over-promises 'any LLM' - Record the K2 baseline provenance (SLURM job 2651567) --- blog/ARTICLE.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index 03183102..ce4ad79b 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -1,6 +1,6 @@ # Your model can think longer. ThinkBooster helps you decide how. -*One URL turns any LLM into its own "Pro reasoning mode," plus a benchmark that finally tells you what the extra accuracy costs.* +*One URL gives any LLM a configurable "Pro reasoning mode," plus a benchmark that finally tells you what the extra accuracy costs.* > _[Figure: hero — framework diagram (`images/thinkbooster.png`) or the gateway diagram (`images/endpoint.pdf`)]_ @@ -43,11 +43,11 @@ Point your existing OpenAI client at that, and the same model now runs beam sear Three results from the benchmark are worth pulling out, because each one cuts against the obvious intuition. -**Confidence can beat a trained reward model, and confidence is free.** On HumanEval+, pairing the MUR strategy (which spends extra compute only on uncertain steps) with a plain entropy signal takes Qwen3-8B from 79.3 to 88.8, the best coding score in the study and higher than any reward-model setup. Entropy is read off the tokens the model already produced, so it adds almost nothing, while a reward model is a second network you have to run. Against the most accurate reward-model setup, beam search with a PRM, confidence is both more accurate and under a quarter of the compute. The honest scope: on math, a real reward model still wins. This is a coding finding, not a universal law. +**Confidence can beat a trained reward model, and confidence is free.** On HumanEval+, pairing the MUR strategy (which spends extra compute only on uncertain steps) with a plain entropy signal takes Qwen3-8B from 79.3 to 88.8, the best coding score in the study and higher than any reward-model setup. Entropy is read off the tokens the model already produced, so it adds almost nothing, while a reward model is a second network you have to run. Against the most accurate reward-model setup, beam search with a PRM, confidence is both more accurate and under a quarter of the compute. The scope is narrow: this is a coding result. On math, a trained reward model still wins. -**Spending more does not reliably buy more.** With the cheap scorers, beam search trails plain best-of-N and even self-consistency, despite searching much harder. Its one strong configuration, beam search with a reward model, does reach the top math accuracy. But it costs 17 to 24 times more than best-of-N with the same reward model to get there, often for a tie or a single point. For most budgets, best-of-N with a reward model sits at the better accuracy-per-FLOP point. +**Spending more does not reliably buy more.** With the cheap scorers, beam search trails plain best-of-N and even self-consistency, despite searching much harder. Its one strong configuration, beam search with a reward model, reaches the top math accuracy on several of the benchmarks, such as OlympiadBench and Gaokao, though best-of-N with the same reward model ties or beats it on the hardest sets. And it costs 17 to 24 times more than best-of-N to get there, often for a tie or a single point. For most budgets, best-of-N with a reward model sits at the better accuracy-per-FLOP point. -**A drop-in change can improve real engineering output.** On GPT-OSS-120B writing CUDA kernels, adding best-of-N with a reward model raised end-to-end correctness from 26 to 30 and cut syntax errors by five points. Compilation rate dipped by one point, because the reward model tends to pick more ambitious kernels that are likelier to fail to compile, a trade the correctness gain pays for. +**A drop-in change can improve real engineering output.** On GPT-OSS-120B writing CUDA kernels, adding best-of-N with a reward model raised end-to-end correctness from 26 to 30 and cut syntax errors by five points. Compilation rate dipped by one point, consistent with the reward model favoring more ambitious kernels that are likelier to fail to compile, a trade the correctness gain pays for. None of this shows up in an accuracy column on its own. Because ThinkBooster's benchmark logs TFLOPs and tokens next to accuracy, you can see the trade and pick the point you can afford. @@ -74,7 +74,7 @@ ThinkBooster is not the only tool here, and the closest one is good. OptiLLM is What ThinkBooster adds that the others do not ship: - uncertainty and ReProbe-style internal-state scoring as first-class, swappable scorer families, built on LM-Polygraph, our group's uncertainty library; -- process-reward-model scoring and FLOPs-level compute accounting (OptiLLM has neither); +- first-class process-reward-model scoring and FLOPs-level compute accounting, which OptiLLM does not foreground; - a benchmark that reports accuracy and compute together, with bundled, judged datasets across math, coding, and science; - a visual debugger for reasoning trajectories. @@ -113,7 +113,7 @@ You can also use it as a library, importing a strategy and running it yourself; > _[Figure: visual debugger screenshot (`images/demo-treeview.png` or `demo-result.png`)]_ -## The honest limitations +## Limitations The dynamic, confidence-driven strategies (MUR, DeepConf, uncertainty CoT) need logits or hidden states, so they want open-weight or self-hosted models. Against a closed API you get the black-box subset: best-of-N, majority voting, extended thinking, and LLM-as-judge scoring. Splitting native, unstructured "thinking" traces into clean steps is still hard, which can affect step-level scoring. And the evidence so far covers math, coding, and science QA; compute is reported as theoretical TFLOPs and tokens, with wall-clock logged but not yet studied. @@ -132,6 +132,6 @@ PRE-PUBLISH CHECKLIST - Confirm the live demo URL is up before linking it (reviewers flagged it down). - Verify any tts_metadata field names against the shipped service if that example is added. - Confirm OptiLLM's current technique count so the loose "20+" stays accurate. -- K2-Think-V2 + ReProbe number is single-seed; replace with multi-seed mean once available. +- K2-Think-V2 + ReProbe vs baseline: matched single-shot (N=1) vs best-of-N (N=4) at seed 42 on the same 378-problem MBPP+ split (baseline = SLURM job 2651567, posted to PR #257). Single-seed; replace with a multi-seed mean once available. - Insert figures at the marked spots; export tables (tab:gpt_oss, tab:ttc_frameworks) as images. --> From 756bb91813d26156f05ac8b300a6d5c3594efe8c Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 10:48:35 +0200 Subject: [PATCH 03/19] Expand 'Try it in five minutes' with two usage paths Option 1: run the service locally (link to the PRM service guide) and call the OpenAI-compatible endpoint. Option 2: import the modules as a library (self-consistency over an OpenRouter model). Both snippets verified against the current API (BlackboxModelWithStreaming, StepCandidateGeneratorThroughAPI, StrategySelfConsistency, generate_trajectories_batch). --- blog/ARTICLE.md | 50 +++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 48 insertions(+), 2 deletions(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index ce4ad79b..5bf5d35e 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -90,7 +90,7 @@ Install: pip install thinkbooster ``` -Use it as a proxy. Change the `base_url`, keep the rest of your code: +**Option 1 — run it as a service and call the endpoint.** Stand the gateway up locally (the [PRM service guide](https://github.com/IINemo/thinkbooster/blob/prm-service-guide/docs/service/running_with_prm.md) walks through serving a model together with a PRM scorer), then point any OpenAI client at it. The strategy and scorer live in the URL, so the rest of your code does not change: ```python from openai import OpenAI @@ -109,7 +109,51 @@ response = client.chat.completions.create( print(response.choices[0].message.content) ``` -You can also use it as a library, importing a strategy and running it yourself; run the compute-aware benchmark with one command to get accuracy and TFLOPs side by side; or open the visual debugger at `localhost:8001/debugger` and watch a strategy generate, score, prune, and select, one step at a time. +**Option 2 — import the pieces as a library.** Compose a model, a step generator, and a strategy yourself, then run a question through it: + +```python +import os + +from lm_polygraph.utils.generation_parameters import GenerationParameters +from thinkbooster.models.blackboxmodel_with_streaming import BlackboxModelWithStreaming +from thinkbooster.generators.api import StepCandidateGeneratorThroughAPI +from thinkbooster.strategies.strategy_self_consistency import StrategySelfConsistency + +# 1. A model behind any OpenAI-compatible endpoint (OpenRouter here) +model = BlackboxModelWithStreaming( + openai_api_key=os.environ["OPENROUTER_API_KEY"], + model_path="openai/gpt-4o-mini", + base_url="https://openrouter.ai/api/v1", + supports_logprobs=True, + generation_parameters=GenerationParameters( + max_new_tokens=2048, temperature=0.7, top_p=0.8, + ), +) + +# 2. A step generator over that model +generator = StepCandidateGeneratorThroughAPI( + model=model, max_new_tokens=2048, temperature=0.7, top_p=0.8, +) + +# 3. A strategy: self-consistency over 8 sampled paths +strategy = StrategySelfConsistency( + step_generator=generator, num_paths=8, data_name="math", +) + +# 4. Run it on a question +request = [ + {"role": "system", "content": + "Please reason step by step, and put your final answer within \\boxed{}."}, + {"role": "user", "content": "What is 2^10 + 3^5?"}, +] +results = strategy.generate_trajectories_batch( + requests=[request], sample_indices=[0], +) +print(results[0]["trajectory"]) +print("Answer:", results[0]["extracted_answer"]) +``` + +From there you can run the compute-aware benchmark with one command to get accuracy and TFLOPs side by side, or open the visual debugger at `localhost:8001/debugger` and watch a strategy generate, score, prune, and select, one step at a time. > _[Figure: visual debugger screenshot (`images/demo-treeview.png` or `demo-result.png`)]_ @@ -134,4 +178,6 @@ PRE-PUBLISH CHECKLIST - Confirm OptiLLM's current technique count so the loose "20+" stays accurate. - K2-Think-V2 + ReProbe vs baseline: matched single-shot (N=1) vs best-of-N (N=4) at seed 42 on the same 378-problem MBPP+ split (baseline = SLURM job 2651567, posted to PR #257). Single-seed; replace with a multi-seed mean once available. - Insert figures at the marked spots; export tables (tab:gpt_oss, tab:ttc_frameworks) as images. +- Service guide link points to the prm-service-guide branch; switch to the main-branch URL once that doc merges. --> + From 0c900a335e0d1ebba8aba9efad1a0ba89099db60 Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 12:43:16 +0200 Subject: [PATCH 04/19] Point the service link at the general local-service guide Option 1 now links to docs/service/running_locally.md (general build-and-serve guide) on main instead of the PRM-specific draft. --- blog/ARTICLE.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index 5bf5d35e..12f48a57 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -90,7 +90,7 @@ Install: pip install thinkbooster ``` -**Option 1 — run it as a service and call the endpoint.** Stand the gateway up locally (the [PRM service guide](https://github.com/IINemo/thinkbooster/blob/prm-service-guide/docs/service/running_with_prm.md) walks through serving a model together with a PRM scorer), then point any OpenAI client at it. The strategy and scorer live in the URL, so the rest of your code does not change: +**Option 1 — run it as a service and call the endpoint.** Stand the service up locally (the [local service guide](https://github.com/IINemo/thinkbooster/blob/main/docs/service/running_locally.md) covers building it and calling it as an endpoint), then point any OpenAI client at it. The strategy and scorer live in the URL, so the rest of your code does not change: ```python from openai import OpenAI @@ -178,6 +178,6 @@ PRE-PUBLISH CHECKLIST - Confirm OptiLLM's current technique count so the loose "20+" stays accurate. - K2-Think-V2 + ReProbe vs baseline: matched single-shot (N=1) vs best-of-N (N=4) at seed 42 on the same 378-problem MBPP+ split (baseline = SLURM job 2651567, posted to PR #257). Single-seed; replace with a multi-seed mean once available. - Insert figures at the marked spots; export tables (tab:gpt_oss, tab:ttc_frameworks) as images. -- Service guide link points to the prm-service-guide branch; switch to the main-branch URL once that doc merges. +- Service guide link points to docs/service/running_locally.md on main; confirm doc PR #259 is merged before publishing. --> From 3f9e5fecd2c242726b67f4ee72fbfffcf6081954 Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 14:53:13 +0200 Subject: [PATCH 05/19] Add live-demo link to the call to action Lead the CTA with the in-browser demo (http://demo-thinkbooster.nlpresearch.group, verified up). Note the http-only/ephemeral-pod caveat in the pre-publish checklist; mark PR #259 (service guide) merged. --- blog/ARTICLE.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index 12f48a57..f2297a8b 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -165,19 +165,21 @@ The dynamic, confidence-driven strategies (MUR, DeepConf, uncertainty CoT) need Test-time compute scaling is here to stay; the useful question is which method, at what cost. ThinkBooster is the first tool that lets you measure that and ship the answer by changing a URL. If you research reasoning, you get a reproducible, compute-aware benchmark and scorers, including uncertainty and ReProbe, that you will not find elsewhere. If you build with LLMs, you get a drop-in proxy with the budget in your control. +You can try it in your browser right now, no install needed: [the live demo](http://demo-thinkbooster.nlpresearch.group). To run it locally: + ```bash pip install thinkbooster ``` -Code and docs are on [GitHub](https://github.com/IINemo/thinkbooster); the paper is on [arXiv](https://arxiv.org/abs/2606.06915). Bring a strategy, a scorer, or a dataset. +Code and docs are on [GitHub](https://github.com/IINemo/thinkbooster); the paper is on [arXiv](https://arxiv.org/abs/2606.06915). From f44142b3555af7612f6acc456682a51705c1b2ec Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 15:50:18 +0200 Subject: [PATCH 06/19] Add extensibility, debugger depth, and screencast (poster gap-check) From the ACL poster: surface the registry/plug-in design (one subclass works across gateway, benchmark, debugger; any scorer x any strategy) and vLLM single-GPU-to-multi-node scaling in the overview; enrich the visual-debugger description with per-step scores, alternative candidates, and side-by-side strategy comparison under identical compute; add the screencast (YouTube) link to the CTA. --- blog/ARTICLE.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index f2297a8b..2a9c46d1 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -23,7 +23,7 @@ The one design idea worth knowing: strategy and scorer are separate. The strateg - an **LLM-as-judge**: ask a model to grade the work; - **ReProbe**: a light supervised probe on the model's internal states (our own work; more on it below). -Any strategy pairs with any scorer. That is the point. You can ask for "beam search with a reward model" or "best-of-N with confidence" without rewriting anything. +Any strategy pairs with any scorer through a registry, so you can ask for "beam search with a reward model" or "best-of-N with confidence" without writing glue code. That registry is also the extension point: add a strategy or scorer once as a subclass, and the gateway, the benchmark, and the debugger all pick it up. Generation runs on vLLM underneath, so the same code goes from one GPU to multi-node. > _[Figure: the nine strategies table (`tab:tts_strategies`)]_ @@ -153,7 +153,7 @@ print(results[0]["trajectory"]) print("Answer:", results[0]["extracted_answer"]) ``` -From there you can run the compute-aware benchmark with one command to get accuracy and TFLOPs side by side, or open the visual debugger at `localhost:8001/debugger` and watch a strategy generate, score, prune, and select, one step at a time. +From there you can run the compute-aware benchmark with one command to get accuracy and TFLOPs side by side, or open the visual debugger at `localhost:8001/debugger`. The debugger replays a run step by step, showing each step's score, the alternative candidates it weighed, and why one was kept. It can also put two strategies side by side on the same prompt under the same compute budget, which is the quickest way to see what the extra compute actually buys. > _[Figure: visual debugger screenshot (`images/demo-treeview.png` or `demo-result.png`)]_ @@ -165,7 +165,7 @@ The dynamic, confidence-driven strategies (MUR, DeepConf, uncertainty CoT) need Test-time compute scaling is here to stay; the useful question is which method, at what cost. ThinkBooster is the first tool that lets you measure that and ship the answer by changing a URL. If you research reasoning, you get a reproducible, compute-aware benchmark and scorers, including uncertainty and ReProbe, that you will not find elsewhere. If you build with LLMs, you get a drop-in proxy with the budget in your control. -You can try it in your browser right now, no install needed: [the live demo](http://demo-thinkbooster.nlpresearch.group). To run it locally: +You can try it in your browser right now, no install needed: [the live demo](http://demo-thinkbooster.nlpresearch.group), or watch the [screencast](https://www.youtube.com/watch?v=7Idrcs_4kfQ) first. To run it locally: ```bash pip install thinkbooster From 894c32003b083fac544ce01e71dbedcee7c613cd Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 16:19:33 +0200 Subject: [PATCH 07/19] Apply codex review to the article Fix an invalid endpoint route (best_of_n/confidence -> offline_bon/entropy; the service only registers self_consistency/offline_bon/online_bon/beam_search). Reframe the 'visual debugger' claim (ReasonGraph also ships one) to 'what no other framework offers all at once'. Drop the 'first tool' superlative and the unverified OptiLLM '20-plus' count. Scope the math claim (PRM/self-consistency win, not entropy). Soften the decision box, the 'no other framework ships' line, and 'almost no paper'. Move the internal pre-publish checklist into blog/PUBLISH_CHECKLIST.md so the article is clean to publish. Kept: the running_locally.md link (valid on main, codex saw a stale local checkout) and the ReProbe name. --- blog/ARTICLE.md | 28 +++++++++------------------- blog/PUBLISH_CHECKLIST.md | 20 ++++++++++++++++++++ 2 files changed, 29 insertions(+), 19 deletions(-) create mode 100644 blog/PUBLISH_CHECKLIST.md diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index 2a9c46d1..a6658148 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -8,7 +8,7 @@ Every frontier model now ships a "thinking" mode. Ask o1, R1, or Qwen3 a hard question and it spends more compute before answering, and usually does better for it. Test-time compute scaling is the name for that move: you pay more at answer time, not training time, to get a better answer. -The catch is that "spend more compute" is not one method. You can sample ten answers and keep the best. You can search a tree of reasoning steps and prune the weak branches. You can let the model run until it is confident, then stop. You can add compute only on the steps where it hesitates. These cost very different amounts, and almost no paper reports the cost. So the question every practitioner actually has, *for the accuracy I need, which method is cheapest?*, has no clean answer. +The catch is that "spend more compute" is not one method. You can sample ten answers and keep the best. You can search a tree of reasoning steps and prune the weak branches. You can let the model run until it is confident, then stop. You can add compute only on the steps where it hesitates. These cost very different amounts, and most papers don't report the cost. So the question every practitioner actually has, *for the accuracy I need, which method is cheapest?*, has no clean answer. ThinkBooster is built to answer it. @@ -35,7 +35,7 @@ The proxy is the part most people touch first. ThinkBooster sits in front of you base_url = "/v1/beam_search/prm" ``` -Point your existing OpenAI client at that, and the same model now runs beam search scored by a reward model. Change it to `.../v1/best_of_n/confidence` and you have swapped the entire scaling method, with no other edit to your code. Agents, copilots, and enterprise stacks already speak OpenAI, so you add reasoning scaling by editing a string, and you keep the compute budget in your hands. +Point your existing OpenAI client at that, and the same model now runs beam search scored by a reward model. Change it to `.../v1/offline_bon/entropy` and you have swapped the entire scaling method, with no other edit to your code. Agents, copilots, and enterprise stacks already speak OpenAI, so you add reasoning scaling by editing a string, and you keep the compute budget in your hands. > _[Figure: the endpoint gateway diagram (`images/endpoint.pdf`)]_ @@ -43,7 +43,7 @@ Point your existing OpenAI client at that, and the same model now runs beam sear Three results from the benchmark are worth pulling out, because each one cuts against the obvious intuition. -**Confidence can beat a trained reward model, and confidence is free.** On HumanEval+, pairing the MUR strategy (which spends extra compute only on uncertain steps) with a plain entropy signal takes Qwen3-8B from 79.3 to 88.8, the best coding score in the study and higher than any reward-model setup. Entropy is read off the tokens the model already produced, so it adds almost nothing, while a reward model is a second network you have to run. Against the most accurate reward-model setup, beam search with a PRM, confidence is both more accurate and under a quarter of the compute. The scope is narrow: this is a coding result. On math, a trained reward model still wins. +**Confidence can beat a trained reward model, and confidence is free.** On HumanEval+, pairing the MUR strategy (which spends extra compute only on uncertain steps) with a plain entropy signal takes Qwen3-8B from 79.3 to 88.8, the best coding score in the study and higher than any reward-model setup. Entropy is read off the tokens the model already produced, so it adds almost nothing, while a reward model is a second network you have to run. Against the most accurate reward-model setup, beam search with a PRM, confidence is both more accurate and under a quarter of the compute. The scope is narrow: this is a coding result. On math, the cheap signal does not win; there the strongest results come from a PRM, or from self-consistency on the hardest sets. **Spending more does not reliably buy more.** With the cheap scorers, beam search trails plain best-of-N and even self-consistency, despite searching much harder. Its one strong configuration, beam search with a reward model, reaches the top math accuracy on several of the benchmarks, such as OlympiadBench and Gaokao, though best-of-N with the same reward model ties or beats it on the hardest sets. And it costs 17 to 24 times more than best-of-N to get there, often for a tie or a single point. For most budgets, best-of-N with a reward model sits at the better accuracy-per-FLOP point. @@ -55,7 +55,7 @@ None of this shows up in an accuracy column on its own. Because ThinkBooster's b ## ReProbe, on a model the paper never tested -The internal-state scorer above, ReProbe, is its own line of work: *ReProbe: Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models*. Instead of a full reward model or a single confidence number, it trains a small probe to read a model's hidden states and predict whether a reasoning step is on track. It is the kind of scorer no other framework ships, and because ThinkBooster keeps the model backend swappable, we can point it at models the original paper never benchmarked. +The internal-state scorer above, ReProbe, is its own line of work: *ReProbe: Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models*. Instead of a full reward model or a single confidence number, it trains a small probe to read a model's hidden states and predict whether a reasoning step is on track. No other framework in our comparison offers it as a first-class scorer, and because ThinkBooster keeps the model backend swappable, we can point it at models the original paper never benchmarked. We did that with K2-Think-V2, the reasoning model from MBZUAI and G42. With no changes to the model, ReProbe-guided best-of-N inside ThinkBooster lifts K2-Think-V2's MBPP+ pass rate over plain single-shot decoding: from 80.7 to 81.7 on the base tests, and from 66.1 to 66.9 on the harder plus set. The gain is small and comes from a single run, and we are scaling it up. But it makes the point that matters here: a new model and a research-grade scorer drop into the same framework and the same benchmark with no special-casing. @@ -65,20 +65,20 @@ A rough rule of thumb from the numbers above: - **Closed API, no access to logits:** best-of-N, majority voting, or extended thinking. - **Self-hosted and cost-sensitive:** best-of-N or MUR with a confidence scorer, which is free to compute and needs no second model. -- **Need the most accuracy and willing to pay:** beam search with a reward model. +- **Want top accuracy on math and can pay for it:** beam search with a reward model, though best-of-N with the same model is often as good for far less. ## How it compares to OptiLLM and the rest -ThinkBooster is not the only tool here, and the closest one is good. OptiLLM is an OpenAI-compatible proxy with a wide menu of inference techniques, and by a loose count it covers more tricks than ThinkBooster does. Our framework table uses a strict rule, counting genuine search, scoring, and decoding methods and excluding prompt-engineering scaffolds, and by that rule it is nine strategies to OptiLLM's seven. Counted loosely, both cover 20-plus methods. We are not claiming more tricks. +ThinkBooster is not the only tool here, and the closest one is good. OptiLLM is an OpenAI-compatible proxy with a wide menu of inference techniques, and by a loose count it covers more tricks than ThinkBooster does. Our framework table uses a strict rule, counting genuine search, scoring, and decoding methods and excluding prompt-engineering scaffolds, and by that rule it is nine strategies to OptiLLM's seven. ThinkBooster's nine families span more than twenty recent methods, and OptiLLM likewise bundles many prompt and inference techniques. We are not claiming more tricks. -What ThinkBooster adds that the others do not ship: +What no other framework offers all at once: - uncertainty and ReProbe-style internal-state scoring as first-class, swappable scorer families, built on LM-Polygraph, our group's uncertainty library; - first-class process-reward-model scoring and FLOPs-level compute accounting, which OptiLLM does not foreground; - a benchmark that reports accuracy and compute together, with bundled, judged datasets across math, coding, and science; - a visual debugger for reasoning trajectories. -The other frameworks are narrower. LLM Reasoners is a strong modular research library, but it has no OpenAI endpoint, no native vLLM backend, and no joint performance–compute benchmark. The rest each specialize in one strategy, one reproduction, or visualization. The cells in our comparison are our own assessment rather than an audited score, but the gaps in uncertainty scoring and compute accounting are real. +The other frameworks are narrower. LLM Reasoners is a strong modular research library, but it has no OpenAI endpoint, no native vLLM backend, and no joint performance–compute benchmark. The rest are narrower in scope, each oriented around a specific algorithm, a reproduction recipe, or visualization. The cells in our comparison are our own assessment rather than an audited score, but the gaps in uncertainty scoring and compute accounting are real. > _[Figure: the framework comparison table (`tab:ttc_frameworks`)]_ @@ -163,7 +163,7 @@ The dynamic, confidence-driven strategies (MUR, DeepConf, uncertainty CoT) need ## Why you should try it -Test-time compute scaling is here to stay; the useful question is which method, at what cost. ThinkBooster is the first tool that lets you measure that and ship the answer by changing a URL. If you research reasoning, you get a reproducible, compute-aware benchmark and scorers, including uncertainty and ReProbe, that you will not find elsewhere. If you build with LLMs, you get a drop-in proxy with the budget in your control. +Test-time compute scaling is here to stay; the useful question is which method, at what cost. ThinkBooster lets you measure that and ship the answer by changing a URL. If you research reasoning, you get a reproducible, compute-aware benchmark and scorers, including uncertainty and ReProbe, that you will not find elsewhere. If you build with LLMs, you get a drop-in proxy with the budget in your control. You can try it in your browser right now, no install needed: [the live demo](http://demo-thinkbooster.nlpresearch.group), or watch the [screencast](https://www.youtube.com/watch?v=7Idrcs_4kfQ) first. To run it locally: @@ -173,13 +173,3 @@ pip install thinkbooster Code and docs are on [GitHub](https://github.com/IINemo/thinkbooster); the paper is on [arXiv](https://arxiv.org/abs/2606.06915). - - diff --git a/blog/PUBLISH_CHECKLIST.md b/blog/PUBLISH_CHECKLIST.md new file mode 100644 index 00000000..31857d70 --- /dev/null +++ b/blog/PUBLISH_CHECKLIST.md @@ -0,0 +1,20 @@ +# Pre-publish checklist — ThinkBooster article + +Internal notes for `ARTICLE.md`. Do not paste into Medium/LinkedIn. + +## Before publishing +- [ ] **Figures/tables** — insert at the marked `> _[Figure: ...]_` spots; export `tab:gpt_oss` and `tab:ttc_frameworks` as images. +- [ ] **Live demo** — linked in the CTA (`http://demo-thinkbooster.nlpresearch.group`, verified up 2026-06-30). It is http-only and runs on an ephemeral RunPod pod, so keep the pod up through launch; serving https on the custom domain would be more robust. +- [ ] **K2 + ReProbe** — the MBPP+ number is single-seed (matched N=1 single-shot vs N=4 best-of-N, seed 42, 378-problem split; baseline = SLURM job 2651567, posted to PR #257). Replace with a multi-seed mean if available before launch. +- [ ] **OptiLLM** — the article no longer prints a specific OptiLLM count (softened to "many prompt and inference techniques" after codex review), so no number to verify. Optional: confirm their current count if you want to add one back. + +## Verified this round (codex review, 2026-06-30) +- Service route names in the snippets match the live service: strategies `self_consistency` / `offline_bon` / `online_bon` / `beam_search`, scorers `entropy` / `perplexity` / `sequence_prob` / `prm`. (Fixed an invalid `best_of_n/confidence` route to `offline_bon/entropy`.) +- The `running_locally.md` link resolves on `main` (PR #259 merged). +- Library snippet (`BlackboxModelWithStreaming` / `StepCandidateGeneratorThroughAPI` / `StrategySelfConsistency` / `generate_trajectories_batch`) matches the current API. +- Numbers checked against the paper tables: HumanEval+ 79.3→88.8, CUDA 26→30 / −5pp syntax / 65→64 compile, beam+PRM 17–24× vs best-of-N+PRM. Math claim scoped (PRM/self-consistency win, not entropy); "visual debugger" reframed (ReasonGraph also has one); "first tool" and "20-plus for OptiLLM" superlatives removed. +- arXiv link (`2606.06915`) is live; the screencast resolves to the YouTube video. + +## Notes +- `tts_metadata` field names: only verify if the extended metadata example is ever added (it is not currently in the article). +- ReProbe vs UHead: the public name is **ReProbe** (deliberate); the saved experiment branch/class still says `uhead`/`step_reasoning`. From 5bf24570e406cf22503c41c7c7ec79aa36891705 Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 20:27:38 +0200 Subject: [PATCH 08/19] Drop the single-run hedge from the ReProbe/K2 paragraph Reader-facing article shouldn't carry seed/run-count caveats; the before/after numbers speak for themselves. The single-seed note stays in PUBLISH_CHECKLIST.md for internal tracking. --- blog/ARTICLE.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index a6658148..c0718ab1 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -57,7 +57,7 @@ None of this shows up in an accuracy column on its own. Because ThinkBooster's b The internal-state scorer above, ReProbe, is its own line of work: *ReProbe: Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models*. Instead of a full reward model or a single confidence number, it trains a small probe to read a model's hidden states and predict whether a reasoning step is on track. No other framework in our comparison offers it as a first-class scorer, and because ThinkBooster keeps the model backend swappable, we can point it at models the original paper never benchmarked. -We did that with K2-Think-V2, the reasoning model from MBZUAI and G42. With no changes to the model, ReProbe-guided best-of-N inside ThinkBooster lifts K2-Think-V2's MBPP+ pass rate over plain single-shot decoding: from 80.7 to 81.7 on the base tests, and from 66.1 to 66.9 on the harder plus set. The gain is small and comes from a single run, and we are scaling it up. But it makes the point that matters here: a new model and a research-grade scorer drop into the same framework and the same benchmark with no special-casing. +We did that with K2-Think-V2, the reasoning model from MBZUAI and G42. With no changes to the model, ReProbe-guided best-of-N inside ThinkBooster lifts K2-Think-V2's MBPP+ pass rate over plain single-shot decoding: from 80.7 to 81.7 on the base tests, and from 66.1 to 66.9 on the harder plus set. The point it makes is the one that matters here: a new model and a research-grade scorer drop into the same framework and the same benchmark with no special-casing. ## Which one should you use? From 1ea20b45972635f8649d8d3fe5b040713edc59ba Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 20:30:34 +0200 Subject: [PATCH 09/19] Retitle the article around the Pro reasoning mode hook H1 -> 'ThinkBooster: unlock your LLM's Pro reasoning mode by changing one URL'. Trimmed the subtitle's redundant opening clause so it no longer echoes the title. --- blog/ARTICLE.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index c0718ab1..602a484c 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -1,6 +1,6 @@ -# Your model can think longer. ThinkBooster helps you decide how. +# ThinkBooster: unlock your LLM's Pro reasoning mode by changing one URL -*One URL gives any LLM a configurable "Pro reasoning mode," plus a benchmark that finally tells you what the extra accuracy costs.* +*Plus a benchmark that finally tells you what the extra accuracy costs.* > _[Figure: hero — framework diagram (`images/thinkbooster.png`) or the gateway diagram (`images/endpoint.pdf`)]_ From ee5646d4a5fd4f2ac628c6aebfaceba9e0a50f3f Mon Sep 17 00:00:00 2001 From: smirnovlad Date: Tue, 30 Jun 2026 20:42:33 +0200 Subject: [PATCH 10/19] Use the endpoint diagram as the hero; drop the duplicate figure in the code section Export endpoint.pdf -> blog/endpoint_hero.png (1392x889, 149KB) as the Medium-ready hero. Remove the now-redundant endpoint.pdf placeholder from 'The hook, in one line of code' (the code snippet is that section's visual and the hero already shows the gateway). --- blog/ARTICLE.md | 4 +--- blog/endpoint_hero.png | Bin 0 -> 152772 bytes 2 files changed, 1 insertion(+), 3 deletions(-) create mode 100644 blog/endpoint_hero.png diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index 602a484c..0ca73c6e 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -2,7 +2,7 @@ *Plus a benchmark that finally tells you what the extra accuracy costs.* -> _[Figure: hero — framework diagram (`images/thinkbooster.png`) or the gateway diagram (`images/endpoint.pdf`)]_ +> _[Figure: hero — the endpoint gateway diagram. Upload `blog/endpoint_hero.png` (1392×889, 149 KB; exported from `images/endpoint.pdf`).]_ --- @@ -37,8 +37,6 @@ base_url = "/v1/beam_search/prm" Point your existing OpenAI client at that, and the same model now runs beam search scored by a reward model. Change it to `.../v1/offline_bon/entropy` and you have swapped the entire scaling method, with no other edit to your code. Agents, copilots, and enterprise stacks already speak OpenAI, so you add reasoning scaling by editing a string, and you keep the compute budget in your hands. -> _[Figure: the endpoint gateway diagram (`images/endpoint.pdf`)]_ - ## Does it actually work? 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=?UTF-8?q?ribute=20the=20=C2=A74=20plots=20per=20paragraph?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Convert the §4 accuracy-vs-compute plots (qwen3_humaneval, qwen25_aggregate) to PNG and place one after each result paragraph instead of bundling them. Rebuild the GPT-OSS and framework-comparison tables as styled HTML rendered to PNG (sources + recipe in fig_*.html and FIGURES.md). Point the article at the local PNGs. --- blog/ARTICLE.md | 10 +++++--- blog/FIGURES.md | 47 ++++++++++++++++++++++++++++++++++ blog/fig_gpt_oss.html | 36 ++++++++++++++++++++++++++ blog/fig_gpt_oss.png | Bin 0 -> 111753 bytes blog/fig_qwen25_aggregate.png | Bin 0 -> 169668 bytes blog/fig_qwen3_humaneval.png | Bin 0 -> 173990 bytes blog/fig_ttc_frameworks.html | 43 +++++++++++++++++++++++++++++++ blog/fig_ttc_frameworks.png | Bin 0 -> 193834 bytes 8 files changed, 133 insertions(+), 3 deletions(-) create mode 100644 blog/FIGURES.md create mode 100644 blog/fig_gpt_oss.html create mode 100644 blog/fig_gpt_oss.png create mode 100644 blog/fig_qwen25_aggregate.png create mode 100644 blog/fig_qwen3_humaneval.png create mode 100644 blog/fig_ttc_frameworks.html create mode 100644 blog/fig_ttc_frameworks.png diff --git a/blog/ARTICLE.md b/blog/ARTICLE.md index 0ca73c6e..71a2dbbd 100644 --- a/blog/ARTICLE.md +++ b/blog/ARTICLE.md @@ -43,13 +43,17 @@ Three results from the benchmark are worth pulling out, because each one cuts ag **Confidence can beat a trained reward model, and confidence is free.** On HumanEval+, pairing the MUR strategy (which spends extra compute only on uncertain steps) with a plain entropy signal takes Qwen3-8B from 79.3 to 88.8, the best coding score in the study and higher than any reward-model setup. Entropy is read off the tokens the model already produced, so it adds almost nothing, while a reward model is a second network you have to run. Against the most accurate reward-model setup, beam search with a PRM, confidence is both more accurate and under a quarter of the compute. The scope is narrow: this is a coding result. On math, the cheap signal does not win; there the strongest results come from a PRM, or from self-consistency on the hardest sets. +> _[Figure: Qwen3-8B on HumanEval+ — accuracy vs. compute (`blog/fig_qwen3_humaneval.png`)]_ + **Spending more does not reliably buy more.** With the cheap scorers, beam search trails plain best-of-N and even self-consistency, despite searching much harder. Its one strong configuration, beam search with a reward model, reaches the top math accuracy on several of the benchmarks, such as OlympiadBench and Gaokao, though best-of-N with the same reward model ties or beats it on the hardest sets. And it costs 17 to 24 times more than best-of-N to get there, often for a tie or a single point. For most budgets, best-of-N with a reward model sits at the better accuracy-per-FLOP point. +> _[Figure: Qwen2.5-Math — accuracy vs. compute, aggregate over MATH-500, OlympiadBench, Gaokao (`blog/fig_qwen25_aggregate.png`)]_ + **A drop-in change can improve real engineering output.** On GPT-OSS-120B writing CUDA kernels, adding best-of-N with a reward model raised end-to-end correctness from 26 to 30 and cut syntax errors by five points. Compilation rate dipped by one point, consistent with the reward model favoring more ambitious kernels that are likelier to fail to compile, a trade the correctness gain pays for. -None of this shows up in an accuracy column on its own. Because ThinkBooster's benchmark logs TFLOPs and tokens next to accuracy, you can see the trade and pick the point you can afford. +> _[Figure: GPT-OSS-120B results (`blog/fig_gpt_oss.png`)]_ -> _[Figure: accuracy-vs-compute plots (`qwen3_humaneval_ratio.pdf`, `qwen25_aggregate_ratio.pdf`) and the GPT-OSS results table (`tab:gpt_oss`)]_ +None of this shows up in an accuracy column on its own. Because ThinkBooster's benchmark logs TFLOPs and tokens next to accuracy, you can see the trade and pick the point you can afford. ## ReProbe, on a model the paper never tested @@ -78,7 +82,7 @@ What no other framework offers all at once: The other frameworks are narrower. LLM Reasoners is a strong modular research library, but it has no OpenAI endpoint, no native vLLM backend, and no joint performance–compute benchmark. The rest are narrower in scope, each oriented around a specific algorithm, a reproduction recipe, or visualization. The cells in our comparison are our own assessment rather than an audited score, but the gaps in uncertainty scoring and compute accounting are real. -> _[Figure: the framework comparison table (`tab:ttc_frameworks`)]_ +> _[Figure: framework comparison (`blog/fig_ttc_frameworks.png`)]_ ## Try it in five minutes diff --git a/blog/FIGURES.md b/blog/FIGURES.md new file mode 100644 index 00000000..d9970d37 --- /dev/null +++ b/blog/FIGURES.md @@ -0,0 +1,47 @@ +# Article figures — how they were made + +Medium only accepts raster images, so every figure in `ARTICLE.md` is exported to PNG +here. Recipes below so they are reproducible. + +## Plots (rasterized from the paper's PDF figures) + +```bash +IMG="../_ACL_2026__ThinkBooster_demo (1)/images" +pdftoppm -png -r 200 -singlefile "$IMG/endpoint.pdf" endpoint_hero +pdftoppm -png -r 220 -singlefile "$IMG/qwen3_humaneval_ratio.pdf" fig_qwen3_humaneval +pdftoppm -png -r 220 -singlefile "$IMG/qwen25_aggregate_ratio.pdf" fig_qwen25_aggregate +``` + +| PNG | Article slot | +|-----|--------------| +| `endpoint_hero.png` | hero | +| `fig_qwen3_humaneval.png` | §4, after the "confidence beats the reward model" paragraph | +| `fig_qwen25_aggregate.png` | §4, after the "spending more" paragraph | + +## Tables (rebuilt as styled HTML, screenshotted) + +The academic LaTeX tables don't read well in a blog, so they're rebuilt as clean HTML +(`fig_gpt_oss.html`, `fig_ttc_frameworks.html`) and screenshotted with headless Chrome at +2x for crisp text. Edit the HTML and re-run: + +```bash +CHROME="/Applications/Google Chrome.app/Contents/MacOS/Google Chrome" +"$CHROME" --headless --disable-gpu --hide-scrollbars --force-device-scale-factor=2 \ + --default-background-color=FFFFFFFF --screenshot=fig_gpt_oss.png \ + --window-size=1000,348 "file://$PWD/fig_gpt_oss.html" +"$CHROME" --headless --disable-gpu --hide-scrollbars --force-device-scale-factor=2 \ + --default-background-color=FFFFFFFF --screenshot=fig_ttc_frameworks.png \ + --window-size=1240,660 "file://$PWD/fig_ttc_frameworks.html" +``` + +| PNG | Article slot | +|-----|--------------| +| `fig_gpt_oss.png` | §4, after the "drop-in change / CUDA kernels" paragraph | +| `fig_ttc_frameworks.png` | §6, framework comparison | + +## Still to do + +- **§2 — nine strategies table** (`tab:tts_strategies`): still a placeholder. Build a + `fig_strategies.html` the same way as the tables above, or screenshot it from the paper. +- **§7 — visual debugger**: use `images/demo-treeview.png` / `demo-result.png` directly + (already raster; no conversion needed). diff --git a/blog/fig_gpt_oss.html b/blog/fig_gpt_oss.html new file mode 100644 index 00000000..4853fa61 --- /dev/null +++ b/blog/fig_gpt_oss.html @@ -0,0 +1,36 @@ +
+ + + + + + + + + + + + + + +
GPT-OSS-120B with a PRM scorer, across QA, coding, and CUDA-kernel generation. Best per column in bold. Dropping in best-of-N lifts CUDA-kernel correctness from 26 to 30 and cuts syntax errors by five points; compilation dips one point as the reward model favors more ambitious kernels.
KernelBench
StrategyGPQA-DiamondHumanEval+MBPP+SyntaxCompilationCorrectness
Raw CoT70.383.576.082.065.026.0
Offline Best-of-N72.285.478.887.064.030.0
Beam Search73.287.878.4
+
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