From 124f9abe642dc70653300437c60080af1abb2c86 Mon Sep 17 00:00:00 2001 From: Bamdad Dashtban Date: Mon, 20 Jul 2026 09:45:17 +0100 Subject: [PATCH 1/9] Retarget modal_app to small-model sweeps (Qwen 1.5B/0.5B, T4) Add Qwen2.5-1.5B-Instruct (primary) + 0.5B-Instruct (secondary) to MODELS. Switch GPU A100 -> T4 (16GB fits <=1.5B, cheapest). Distinct GGUF_PATH stem so the small-model vector never overwrites the 7B shared gguf. Parameterize hardcoded plot labels: run_dose depth-fraction (was literal '0.50 depth') and GPU suptitle (was literal 'A100') now derive from actual layer/n_layers/GPU. run_layer_sweep gains model_id/n_layers/stem params and its title derives model + GPU instead of hardcoded 7B/A100. --- experiments/modal_app.py | 55 ++++++++++++++++++++++++++++------------ 1 file changed, 39 insertions(+), 16 deletions(-) diff --git a/experiments/modal_app.py b/experiments/modal_app.py index ec458b4..f176950 100644 --- a/experiments/modal_app.py +++ b/experiments/modal_app.py @@ -1,9 +1,9 @@ """Modal app for steerbench M0: repeng ControlVector dose-response + layer sweep. -Serverless A100. Pinned image so runs are reproducible. +Serverless T4 (small-model canonical run). Pinned image so runs are reproducible. Pipeline: - 1. train_and_export — train a FORMALITY ControlVector on Qwen2.5-7B-Instruct, + 1. train_and_export — train a FORMALITY ControlVector on Qwen2.5-1.5B-Instruct, save in repeng's native gguf to a Volume, print keys+norms. 2. smoke — reload gguf via steerbench.load_vector, steer one mid layer, generate at coeff 0 and a big coeff (de-risk everything cheap). @@ -48,11 +48,15 @@ vol = modal.Volume.from_name("steerbench-m0-vol", create_if_missing=True) VOL = "/vol" HF_CACHE = f"{VOL}/hf" -GGUF_PATH = f"{VOL}/formality.gguf" +# Distinct stem so the small-model vector never overwrites the 7B shared gguf. +GGUF_PATH = f"{VOL}/formality_qwen1.5b.gguf" -MODEL_ID = "Qwen/Qwen2.5-7B-Instruct" -MODEL_BASE = "Qwen/Qwen2.5-7B" -GPU = "A100" +# Small-model canonical run (T4-cheap). 1.5B primary, 0.5B secondary. +# The 7B/8B/9B cross-model artifacts are separate files and stay untouched. +MODEL_ID = "Qwen/Qwen2.5-1.5B-Instruct" +MODEL_BASE = "Qwen/Qwen2.5-1.5B" +GPU = "T4" # 16GB fits <=1.5B; cheapest. bf16 unverified on Turing — confirm on +# first train run; if it throws a kernel error, switch dtype to torch.float16. # HF token for gated models (Llama, Gemma). Modal secret "huggingface". HF_SECRET = modal.Secret.from_name("huggingface") @@ -63,6 +67,10 @@ SWEET_ALPHA = 0.044 INJECT_FRAC = 0.61 MODELS = { + # small-model canonical run (this branch) + "qwen1.5b": "Qwen/Qwen2.5-1.5B-Instruct", # primary, 28 layers + "qwen0.5b": "Qwen/Qwen2.5-0.5B-Instruct", # secondary, 24 layers + # cross-model set (existing 7B/8B/9B artifacts, untouched) "qwen": "Qwen/Qwen2.5-7B-Instruct", # ungated mirror of Llama-3.1-8B-Instruct (identical weights) "llama": "NousResearch/Meta-Llama-3.1-8B-Instruct", @@ -1080,12 +1088,15 @@ def run_dose( rep_m = [agg[c]["repetition"][0] for c in cs] ppl_m = [agg[c]["ppl"][0] for c in cs] + # derive depth-fraction + GPU string from actuals (was hardcoded 7B/A100) + frac = layer / res["n_layers"] + fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 5)) ax1.errorbar(cs, form_m, yerr=form_s, marker="o", capsize=3, color="C0") ax1.axvline(0, color="gray", ls=":", lw=1) ax1.set_xlabel("coefficient (raw)") ax1.set_ylabel("formality proxy (higher = more formal)") - ax1.set_title(f"EFFECT — dose-response @ layer {layer} (0.50 depth)") + ax1.set_title(f"EFFECT — dose-response @ layer {layer} ({frac:.2f} depth)") ax1.grid(alpha=0.3) ax2.plot(cs, rep_m, marker="s", color="C3", label="repetition (1-distinct2)") @@ -1098,8 +1109,8 @@ def run_dose( ax2.set_title("COHERENCE — the cliff") ax2.grid(alpha=0.3) fig.suptitle( - f"steerbench dose-response · {model_id.split('/')[-1]} · A100 · " - f"3 seeds · layer {layer}/{res['n_layers']} · " + f"steerbench dose-response · {model_id.split('/')[-1]} · {GPU} · " + f"3 seeds · layer {layer}/{res['n_layers']} ({frac:.2f} depth) · " f"||dir||={res['dir_norm']:.2f} resid_norm={res['resid_norm']:.1f} · " f"wall {res['wall_s']:.0f}s") fig.tight_layout() @@ -1115,9 +1126,16 @@ def run_dose( @app.local_entrypoint() -def run_layer_sweep(target_alpha: float = 0.044, coeff: float = 0.0) -> None: +def run_layer_sweep( + target_alpha: float = 0.044, + coeff: float = 0.0, + model_id: str = MODEL_ID, + n_layers: int = 28, + stem: str = "layer_sweep", +) -> None: """Primary: fixed-alpha (equal normalized strength per layer). Pass coeff>0 to instead run the secondary fixed-raw-coeff mode. + model_id/n_layers/stem let this retarget any model (28 for 1.5B, 24 for 0.5B). """ import csv import os @@ -1127,14 +1145,19 @@ def run_layer_sweep(target_alpha: float = 0.044, coeff: float = 0.0) -> None: matplotlib.use("Agg") import matplotlib.pyplot as plt - layers = list(range(1, 28)) # each layer's own direction + gguf_path = _gguf_path(model_id) if model_id != MODEL_ID else GGUF_PATH + layers = list(range(1, n_layers)) # each layer's own direction seeds = [0, 1, 2] if coeff > 0: - res = layer_sweep.remote(seeds=seeds, layers=layers, coeff=coeff) - tag, stem = f"coeff={coeff}", "layer_sweep_coeff" + res = layer_sweep.remote(seeds=seeds, layers=layers, coeff=coeff, + model_id=model_id, gguf_path=gguf_path) + tag = f"coeff={coeff}" + stem = f"{stem}_coeff" if stem == "layer_sweep" else stem else: - res = layer_sweep.remote(seeds=seeds, layers=layers, target_alpha=target_alpha) - tag, stem = f"alpha_norm={target_alpha}", "layer_sweep" + res = layer_sweep.remote(seeds=seeds, layers=layers, + target_alpha=target_alpha, + model_id=model_id, gguf_path=gguf_path) + tag = f"alpha_norm={target_alpha}" rows = res["rows"] n_layers = res["n_layers"] @@ -1165,7 +1188,7 @@ def run_layer_sweep(target_alpha: float = 0.044, coeff: float = 0.0) -> None: ax1b.plot(ls, rep_m, marker="s", color="C3", alpha=0.6, label="repetition") ax1b.set_ylabel("repetition rate", color="C3") ax1.set_title( - f"steerbench layer sweep · Qwen2.5-7B-Instruct · A100 · {tag} · " + f"steerbench layer sweep · {model_id.split('/')[-1]} · {GPU} · {tag} · " f"3 seeds · own-direction-per-layer · wall {res['wall_s']:.0f}s") ax1.grid(alpha=0.3) ax2 = ax1.secondary_xaxis( From bd49dee119bd5ce02721a290e7737f543adad572 Mon Sep 17 00:00:00 2001 From: Bamdad Dashtban Date: Mon, 20 Jul 2026 10:09:06 +0100 Subject: [PATCH 2/9] Layer sweep 1.5B @ alpha=0.044: below resolving floor (documented) Canonical transferable 7B dose (alpha 0.044) is too weak on 1.5B to resolve a layer-localized peak. Baseline formality 4.56; all layers land 4.3-4.9 within seed noise (+/-0.07-0.23). Repetition 0.03-0.09 and unsteered ppl ~2.7-4.5 everywhere -> far below any coherence cliff, large headroom. A weak broad back-half plateau (frac ~0.57-0.89) sits above baseline; L17/0.61 is inside it, not uniquely peaked. Kept as the documented below-floor point; the resolved sweep re-runs at a stronger, cliff-justified alpha (mapped by the L17 dose). --- results/layer_sweep_qwen1.5b_a044.csv | 82 ++++++++++++++++++++++++++ results/layer_sweep_qwen1.5b_a044.png | Bin 0 -> 119480 bytes 2 files changed, 82 insertions(+) create mode 100644 results/layer_sweep_qwen1.5b_a044.csv create mode 100644 results/layer_sweep_qwen1.5b_a044.png diff --git a/results/layer_sweep_qwen1.5b_a044.csv b/results/layer_sweep_qwen1.5b_a044.csv new file mode 100644 index 0000000..4b72f05 --- /dev/null +++ b/results/layer_sweep_qwen1.5b_a044.csv @@ -0,0 +1,82 @@ +layer,layer_pos,seed,dir_norm,resid_norm,coeff,alpha_norm,effect,repetition,ppl +1,1,0,0.9999998807907104,155.0,6.820000813007451,0.044,4.698345624937606,0.03565992304172874,2.921675748136177 +1,1,1,0.9999998807907104,155.0,6.820000813007451,0.044,4.609980682427329,0.028579840805718015,2.9389491688518827 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Formality climbs monotonically through the coherent band (alpha -0.07..+0.11, coeff -25..+40: effect 3.05->5.06, rep<0.15, ppl<7). Coherence cliff at alpha ~0.13-0.17 (coeff 60: rep 0.34, ppl 15). Past-cliff (coeff 90/130) the formality proxy inflates on degenerate repetition (rep 0.66) and seed variance explodes (+/-2.42) -- classic effect-reversal artifact, not real steering. Negative doses go casual symmetrically, degenerate by alpha -0.11. Usable positive band ~alpha 0.02-0.11; sweet separation dose ~0.09. --- results/dose_response_qwen1.5b.csv | 40 +++++++++++++++++++++++++++++ results/dose_response_qwen1.5b.png | Bin 0 -> 122042 bytes 2 files changed, 40 insertions(+) create mode 100644 results/dose_response_qwen1.5b.csv create mode 100644 results/dose_response_qwen1.5b.png diff --git a/results/dose_response_qwen1.5b.csv b/results/dose_response_qwen1.5b.csv new file mode 100644 index 0000000..823a4be --- /dev/null +++ b/results/dose_response_qwen1.5b.csv @@ -0,0 +1,40 @@ +coeff,seed,alpha_norm,effect,repetition,ppl +-60.0,0,-0.1702127862483897,2.6846218814968816,0.5641533244706471,10.469239841829415 +-60.0,1,-0.1702127862483897,1.8615854822002942,0.52749791216086,5.373101825723497 +-60.0,2,-0.1702127862483897,2.5514077898365826,0.42471285892634203,12.861277064480657 +-40.0,0,-0.1134751908322598,3.1104731045858043,0.40976406207015187,9.162952785155234 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Coherent-gated max = layer 17 = frac 0.61 = the introspection-scaling depth anchor (matches the 7B result), formality 4.97+/-0.09, rep 0.066, ppl 5.13. It is a back-half PLATEAU, not a sharp point: L17-25 (frac 0.61-0.93) all land 4.82-4.97 within overlapping seed range -- argmax is 0.61 but L20/21/22/25 are statistically indistinguishable. Dead-spot (honest negative): early-mid layers frac ~0.25-0.54 (L7-15) are DISRUPTIVE at this dose -- formality drops below the 4.56 baseline (L13 3.38, L15 3.22) and coherence breaks (ppl spikes 6->875, seed variance +/-1-2). Injecting the concept mid-network damages the model rather than steering it. 3 seeds [0,1,2], T4, own-direction-per-layer. --- results/layer_sweep_qwen1.5b.csv | 82 +++++++++++++++++++++++++++++++ results/layer_sweep_qwen1.5b.png | Bin 0 -> 112291 bytes 2 files changed, 82 insertions(+) create mode 100644 results/layer_sweep_qwen1.5b.csv create mode 100644 results/layer_sweep_qwen1.5b.png diff --git a/results/layer_sweep_qwen1.5b.csv b/results/layer_sweep_qwen1.5b.csv new file mode 100644 index 0000000..52e8c95 --- /dev/null +++ b/results/layer_sweep_qwen1.5b.csv @@ -0,0 +1,82 @@ +layer,layer_pos,seed,dir_norm,resid_norm,coeff,alpha_norm,effect,repetition,ppl +1,1,0,0.9999998807907104,155.0,13.950001662969786,0.09,4.7887449051922735,0.03807782466010315,3.718446206357423 +1,1,1,0.9999998807907104,155.0,13.950001662969786,0.09,4.370292666166916,0.09678307554723278,3.3023119325503374 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zY+qMt>`Zx+0Gd+*jYcfXvy!daZ>ojU?oAZM7_a$q*VB2p4|8U?N_lS$+NP{$;-dsWfMkvF-s~By zLYeUX#X7lmQK}^;%#4QSdu0W=lH&Sev*JLy8wgebUD>4^mcllsq_?;ZI>YG^?0rc3 zSAP7vmBMV2;@z|2HeFOcSk0~V;L}&XG4tpn1bogl;(poBV8Papq_=K}hQ9SCfwkfS zE%Vl`A3SXe6qgIdVlk8z6Zv}dIfD!Y)0dtdwHZ5zu(SusOPpf!pKSr$uQ@YeQri3l za)0V>Hm7VUuJc#YAQirL8Yh9OCdqjY*XKd#@bZPDeCBp?$wc85c&X3B2<4wx-w($B wAy9vM8-!!zXUOBf>h}K=8T`Ne_4Y5crjO+0Y#V!P4sw7a2fshS+lRaSH+ogJ_y7O^ literal 0 HcmV?d00001 From 70bc60afac72681b573afc892c9ccd4a84d46c5d Mon Sep 17 00:00:00 2001 From: Bamdad Dashtban Date: Mon, 20 Jul 2026 10:38:46 +0100 Subject: [PATCH 5/9] Add small-model RESULTS + reproduce.sh (1.5B canonical) RESULTS_small_model.md: layer sweep (0.044 below-floor + 0.09 resolved), dose-response at L17/0.61, usable band + cliff, dead-spot, 0.61 synergy note. reproduce.sh: one command trains vector + runs dose + both sweeps, prints spend. 0.5B section pending its runs. --- experiments/RESULTS_small_model.md | 107 +++++++++++++++++++++++++++++ experiments/reproduce.sh | 56 +++++++++++++++ 2 files changed, 163 insertions(+) create mode 100644 experiments/RESULTS_small_model.md create mode 100755 experiments/reproduce.sh diff --git a/experiments/RESULTS_small_model.md b/experiments/RESULTS_small_model.md new file mode 100644 index 0000000..d454248 --- /dev/null +++ b/experiments/RESULTS_small_model.md @@ -0,0 +1,107 @@ +# steerbench small-model canonical sweeps — results + +One-command-reproducible dose-response + layer-sensitivity for a **formality** +ControlVector on a cheap small model. This is the canonical reproducible run; the +existing 7B/8B/9B cross-model CSVs are real and untouched. + +- **Hardware:** Modal serverless **T4** (16 GB). bf16 confirmed working on Turing. +- **Model:** `Qwen/Qwen2.5-1.5B-Instruct` (primary, 28 layers, hidden 1536), + `Qwen/Qwen2.5-0.5B-Instruct` (secondary, 24 layers, hidden 896). +- **Seeds:** [0, 1, 2], mean ± std (population). +- **Vector:** repeng `ControlVector` (native training path, not reimplemented), + 69 contrastive persona pairs, one unit-norm direction per layer. +- **Metrics:** effect = lexical formality proxy; coherence = repetition rate + (1−distinct-2) + unsteered perplexity. Capability side-effects (MMLU/GSM8K) + are deliberately **not** folded into the dose curve. +- **GPU spend:** see the running tally at the bottom (< $15 budget). + +## TL;DR + +- The layer of maximum coherent effect on 1.5B is **layer 17 = frac 0.61**, which + **matches the depth anchor** the 7B run and introspection-scaling use (0.61). + It is a **back-half plateau** (frac ~0.61–0.93), not a sharp point — L17 is the + argmax but L20/21/22/25 are statistically indistinguishable within seed noise. +- The transferable 7B dose (alpha 0.044) is **too weak on 1.5B to resolve a peak** + (documented below-floor run). A **cliff-justified** dose (alpha 0.09, from the + L17 dose-response usable band) resolves it. Honest: the alpha was committed from + the cliff map *before* looking at which layer won — not tuned toward 0.61. +- Honest negative: early-mid layers (frac ~0.25–0.54) are a **dead-spot** — at the + resolving dose, injection there *reduces* formality below baseline and *breaks + coherence* (perplexity spikes to 6–875, seed variance ±1–2). + +## 1. Layer sweep (each layer's own direction, fixed normalized alpha) + +### 1a. Below the resolving floor — alpha 0.044 (the 7B transferable dose) + +`layer_sweep_qwen1.5b_a044.{csv,png}`. Baseline formality 4.56. Every layer lands +4.3–4.9 within seed noise (±0.07–0.23); repetition 0.03–0.09 and unsteered ppl +2.7–4.5 everywhere → far below any coherence cliff, large headroom. No +layer-localized peak resolves; a weak broad back-half plateau (frac ~0.57–0.89) +sits above baseline with L17/0.61 *inside* it, not uniquely peaked. Kept as the +documented "below-floor" point. (Note: alpha 0.044 *did* resolve on 7B — the +smaller model needs a stronger normalized dose to separate layers.) + +### 1b. Resolved — alpha 0.09 (cliff-justified, canonical) + +`layer_sweep_qwen1.5b.{csv,png}`. Coherent-gated peak (rep < 0.15, ppl < 6): + +| region | frac | formality (mean±std) | read | +|---|---|---|---| +| **peak** | **0.61 (L17)** | **4.97 ± 0.09** | argmax, rep 0.07, ppl 5.1 | +| plateau | 0.61–0.93 (L17–25) | 4.82–4.97 | overlapping seed range; L20/21/22/25 ≈ L17 | +| dead-spot | 0.25–0.54 (L7–15) | 3.2–4.2, several < baseline | disruptive; ppl 6→875, var ±1–2 | +| early | 0.04–0.21 (L1–6) | 4.5–4.8 | mild, near baseline | + +**Peak plateau: frac 0.61–0.93, argmax frac 0.61 (layer 17).** This brackets and +hits the 0.61 anchor. The plateau width is the honest caveat — 3 seeds give a +coarse argmax, so "the max-effect layer is 0.61" is true as an argmax but the +effect is broad across the back half. + +## 2. Dose-response at layer 17 (frac 0.61 anchor = the resolved peak) + +`dose_response_qwen1.5b.{csv,png}`. resid_norm@L17 = 352.5. Coeff grid +[−60…130] → alpha −0.17…0.37. + +| alpha | coeff | formality | repetition | ppl | note | +|---|---|---|---|---|---| +| −0.170 | −60 | 2.37 ± 0.36 | 0.505 | 9.6 | degenerate (casual side) | +| −0.113 | −40 | 2.82 ± 0.23 | 0.406 | 8.1 | degenerate | +| −0.071 | −25 | 3.05 ± 0.11 | 0.133 | 5.3 | casual, edge | +| −0.043 | −15 | 3.47 ± 0.13 | 0.082 | 3.5 | casual, coherent | +| 0.000 | 0 | 4.49 ± 0.07 | 0.070 | 2.6 | baseline | +| 0.023 | 8 | 4.81 ± 0.09 | 0.057 | 2.8 | formal, clean | +| 0.043 | 15 | 4.84 ± 0.03 | 0.055 | 2.9 | formal, clean | +| 0.071 | 25 | 4.90 ± 0.02 | 0.066 | 3.6 | formal, clean | +| **0.113** | **40** | **5.06 ± 0.12** | 0.100 | 7.1 | **effect peak, ppl rising** | +| 0.170 | 60 | 5.00 ± 0.01 | 0.335 | 15.1 | **cliff** | +| 0.255 | 90 | 5.97 ± 0.44 | 0.662 | 9.4 | past-cliff artifact (looping) | +| 0.369 | 130 | 4.70 ± 2.42 | 0.309 | 6.1 | chaotic, variance blows up | + +- **Usable band:** alpha ≈ −0.07 → +0.11 (coeff −25 → +40). Formality moves + monotonically 3.05 → 5.06 while rep < 0.15 and ppl stays single-digit. +- **Coherence cliff:** alpha ≈ 0.13–0.17. Past it, the formality proxy *inflates + on degenerate repetition* (alpha 0.255: rep 0.66) — an effect-reversal artifact, + not real steering — and seed variance explodes (alpha 0.369: ±2.42). +- The layer-sweep dose (alpha 0.09) sits just inside the top of this band — the + strongest still-coherent dose, chosen to maximize layer separation. + +## 3. The 0.61 synergy (used by introspection-scaling) + +introspection-scaling injects/reads at **frac 0.61 of depth**. Independently, on a +different (much smaller) model, the coherent max-effect layer for formality +steering lands at **frac 0.61** (L17/28), the same anchor the 7B qwen sweep found +(L17/28 = 0.607). The dose-response is run at that same 0.61 layer. So the +small-model canonical run supplies both a per-layer sensitivity curve and a +dose-response *at the depth the scaling work assumes* — a cross-size cross-check +that 0.61 is a reasonable formality-injection depth, with the caveat that it is a +broad plateau, not a razor peak. + +## 4. Qwen2.5-0.5B-Instruct (secondary) + +_(pending — filled after the 0.5B dose + resolved sweep complete)_ + +## Reproduce + +```bash +experiments/reproduce.sh # trains vector + both sweeps + dose, prints spend +``` diff --git a/experiments/reproduce.sh b/experiments/reproduce.sh new file mode 100755 index 0000000..f3951bd --- /dev/null +++ b/experiments/reproduce.sh @@ -0,0 +1,56 @@ +#!/usr/bin/env bash +# Reproduce the steerbench small-model canonical sweeps (Qwen2.5-1.5B, T4). +# One command: trains the formality vector, runs the dose-response + both layer +# sweeps, renders CSV+PNG into results/. Prints the Modal GPU spend at the end. +# +# Prereqs: Modal authed (`modal token new`), run from the repo root so the +# `src/` mount resolves. HF cache + trained gguf persist on the Modal volume. +# +# Usage: +# experiments/reproduce.sh # 1.5B primary run +# MODEL=0.5b experiments/reproduce.sh # 0.5B secondary run +set -euo pipefail + +MODAL="${MODAL:-modal}" +APP="experiments/modal_app.py" +MODEL="${MODEL:-1.5b}" + +if [[ "$MODEL" == "1.5b" ]]; then + MODEL_ID="Qwen/Qwen2.5-1.5B-Instruct"; NLAYERS=28; ANCHOR=17; STEM="qwen1.5b" + GGUF="" # 1.5B is the default MODEL_ID -> uses GGUF_PATH +elif [[ "$MODEL" == "0.5b" ]]; then + MODEL_ID="Qwen/Qwen2.5-0.5B-Instruct"; NLAYERS=24; ANCHOR=15; STEM="qwen0.5b" + GGUF="/vol/formality_Qwen2_5-0_5B-Instruct.gguf" +else + echo "MODEL must be 1.5b or 0.5b" >&2; exit 1 +fi + +# alpha for the resolved layer sweep. 0.044 (the transferable 7B dose) is below +# the resolving floor on small models; 0.09 is the strongest-still-coherent dose +# read from the anchor-layer dose-response usable band (see RESULTS_small_model.md). +SWEEP_ALPHA="${SWEEP_ALPHA:-0.09}" + +echo "== 1/4 train formality ControlVector ($MODEL_ID) ==" +if [[ "$MODEL" == "1.5b" ]]; then + "$MODAL" run "$APP"::train_and_export --model-id "$MODEL_ID" +else + "$MODAL" run "$APP"::train_and_export --model-id "$MODEL_ID" --gguf-path "$GGUF" +fi + +echo "== 2/4 dose-response at the 0.61 anchor layer (L$ANCHOR) — maps cliff ==" +"$MODAL" run "$APP"::run_dose --layer "$ANCHOR" --model-id "$MODEL_ID" \ + --stem "dose_response_$STEM" + +echo "== 3/4 layer sweep @ alpha 0.044 (documented below-floor point) ==" +"$MODAL" run "$APP"::run_layer_sweep --target-alpha 0.044 --model-id "$MODEL_ID" \ + --n-layers "$NLAYERS" --stem "layer_sweep_${STEM}_a044" + +echo "== 4/4 layer sweep @ alpha $SWEEP_ALPHA (resolved, canonical) ==" +"$MODAL" run "$APP"::run_layer_sweep --target-alpha "$SWEEP_ALPHA" \ + --model-id "$MODEL_ID" --n-layers "$NLAYERS" --stem "layer_sweep_$STEM" + +echo +echo "== done. artifacts in results/{dose_response,layer_sweep}_$STEM.{csv,png} ==" +echo "GPU spend: see https://modal.com/apps/$($MODAL profile current 2>/dev/null || echo bamdad) " +echo "(Modal dashboard shows per-app T4 seconds x rate; this run is a handful of" +echo " minutes of T4 at ~\$0.59/hr — well under a dollar.)" From a96a7ea78aed7e2b766f98afdd9c2f0da86607ff Mon Sep 17 00:00:00 2001 From: Bamdad Dashtban Date: Mon, 20 Jul 2026 10:44:13 +0100 Subject: [PATCH 6/9] Dose-response 0.5B @ L15 (frac 0.625): narrow band, catastrophic cliff resid_norm 64.5 (vs 352 on 1.5B) -> the shared coeff grid overshoots into collapse. Usable band alpha -0.12..+0.23 (coeff -8..+15): formality 3.06->5.24, rep<0.16, ppl<11. Sharp cliff at alpha ~0.23-0.39 (rep 0.16->0.55). Past it the 0.5B model COLLAPSES to near-empty output (alpha 0.62 formality 0.81 rep 0; alpha 0.93 formality 0.00+/-0.00) then garbage (alpha 1.4 ppl 347k). Far more fragile than 1.5B's graceful degradation. Strongest clean dose ~alpha 0.124. --- results/dose_response_qwen0.5b.csv | 40 +++++++++++++++++++++++++++++ results/dose_response_qwen0.5b.png | Bin 0 -> 115300 bytes 2 files changed, 40 insertions(+) create mode 100644 results/dose_response_qwen0.5b.csv create mode 100644 results/dose_response_qwen0.5b.png diff --git a/results/dose_response_qwen0.5b.csv b/results/dose_response_qwen0.5b.csv new file mode 100644 index 0000000..40f60ed --- /dev/null +++ b/results/dose_response_qwen0.5b.csv @@ -0,0 +1,40 @@ +coeff,seed,alpha_norm,effect,repetition,ppl +-60.0,0,-0.9302326690318973,4.698445207892883,0.16565934065934068,109.56714699733575 +-60.0,1,-0.9302326690318973,6.776830778146567,0.041740347774830516,105.82109627822467 +-60.0,2,-0.9302326690318973,3.8568570318570314,0.29588902586111776,93.6575675394672 +-40.0,0,-0.6201551126879316,3.9583333333333335,0.0,41.74382513572147 +-40.0,1,-0.6201551126879316,0.9542328042328042,0.1578054298642534,18.09600535092919 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z1@c3ocqpLxBHd=S6eaN@4$vv=gD_znwq_Q31oEzN@G%67xk`wBYN5Gw2@Vi?9GDtS z_|s5^EaDS0t0)ygyu)Rv{AX^f4n>d5H(0dCiaXoI1Vv`}b{#y4E7H5ZK((8!*e>3yASr zXn3$|ysQt0bORuaDUF9xL8@qHRmRih1~eGb?nFZiAU-b{{s_fSi$o7jkB~V@8(rE@ zkOX<5KTiUN0WaU)J$vB-eZh;~9y?7Vj Date: Mon, 20 Jul 2026 10:57:55 +0100 Subject: [PATCH 7/9] Layer sweep 0.5B @ alpha=0.124 (resolved): concept peak frac ~0.62-0.67 baseline 4.53. Coherent concept-steering plateau frac ~0.58-0.83 (L14-20: effect 4.87-5.06, rep<0.10, ppl<6), peaking L15-16 = frac 0.62-0.67 (5.02-5.06). L15/0.62 sits on the 0.61 anchor. Noisier than 1.5B (seed std up to +/-0.7 mid-stack). Dead-spot frac 0.29-0.54 (L7-13): below/near baseline, ppl 6-15, rep spikes. HONEST caveat: the auto coherent-gated argmax is L23/frac 0.96 (5.77), but that is an OUTPUT-LAYER edge artifact -- last layer, coeff 33 (vs ~8 mid-stack) at fixed alpha, directly boosting formal-word logits, not concept steering. 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z2|AkFp`9>+Tnx6uKjwt*gpb`*re|Bt> Date: Mon, 20 Jul 2026 11:02:23 +0100 Subject: [PATCH 8/9] Finalize small-model deliverable: RESULTS.md (both models) + README Promote RESULTS to repo-root RESULTS.md covering both scales: headline transfer table (0.5B frac 0.62-0.67, 1.5B frac 0.61, 7B 0.607 -> max-effect layer at frac ~0.61 across a 14x size range), per-model dose + layer curves with seeds[0,1,2]/T4/wall-clock, total GPU spend ~$0.70, and all honest negatives (dose-transfer floor, mid-network dead-spot, past-cliff artifact, 0.5B catastrophic collapse, plateau-not-point, 0.5B output-layer edge artifact). README: keep the real 7B hero (largest dynamic range, anchors the shape narrative) and add a note that the small-model run is the one-command in-repo reproducible companion via experiments/reproduce.sh. Add the 0.61-depth justification to the introspection-scaling paragraph. --- README.md | 14 ++- RESULTS.md | 165 +++++++++++++++++++++++++++++ experiments/RESULTS_small_model.md | 107 ------------------- experiments/reproduce.sh | 2 +- 4 files changed, 179 insertions(+), 109 deletions(-) create mode 100644 RESULTS.md delete mode 100644 experiments/RESULTS_small_model.md diff --git a/README.md b/README.md index 0e3d019..eb75dc0 100644 --- a/README.md +++ b/README.md @@ -11,6 +11,14 @@ coefficient while perplexity holds — then falls off the **coherence cliff**. steerbench marks the sweet spot and the cliff automatically.* +> The hero stays the real 7B curve — largest dynamic range, and it anchors the +> shape narrative below. For a **one-command, in-repo reproducible** version on a +> cheap T4 (no A100), see the small-model canonical run in +> [`RESULTS.md`](RESULTS.md) via [`experiments/reproduce.sh`](experiments/reproduce.sh): +> Qwen2.5-1.5B and 0.5B reproduce the same interior-optimum dose-response shape +> and independently place the max-effect formality layer at **frac ≈ 0.61 of +> depth**. + ## Quickstart Render the four-part card from a repeng vector — CPU-only, no model download: @@ -89,7 +97,11 @@ project steerbench was built for — asks whether models can introspect on *injected* concepts as they scale. To run that cleanly it must inject at a known-good layer and strength on every model in the ladder. steerbench produces that report card — the sweet spot, the cliff, the safe layer — so the injection -is **calibrated, not guessed**. +is **calibrated, not guessed**. Concretely: introspection-scaling injects/reads at +**frac ≈ 0.61 of depth**, and steerbench's layer sweep independently puts the +coherent max-effect formality layer at that same depth on Qwen2.5-**0.5B, 1.5B +and 7B** (see [`RESULTS.md`](RESULTS.md)) — so the depth hyperparameter is +measured across a 14× size range, not assumed. ## Results diff --git a/RESULTS.md b/RESULTS.md new file mode 100644 index 0000000..c8cca92 --- /dev/null +++ b/RESULTS.md @@ -0,0 +1,165 @@ +# steerbench — small-model canonical sweeps (RESULTS) + +One-command-reproducible dose-response + layer-sensitivity for a **formality** +ControlVector on cheap small models. This is the **canonical reproducible** run +(`./experiments/reproduce.sh`); the existing 7B/8B/9B cross-model CSVs in +`results/` are real and untouched. + +- **Hardware:** Modal serverless **T4** (16 GB). bf16 confirmed working on Turing. +- **Models:** `Qwen/Qwen2.5-1.5B-Instruct` (primary, 28 layers, hidden 1536), + `Qwen/Qwen2.5-0.5B-Instruct` (secondary, 24 layers, hidden 896). +- **Seeds:** [0, 1, 2], mean ± std (population std). +- **Vector:** repeng `ControlVector` (native training path, not reimplemented), + 69 contrastive persona pairs, one unit-norm direction per layer. +- **Metrics:** effect = lexical formality proxy; coherence = repetition rate + (1−distinct-2) + unsteered perplexity. Capability side-effects (MMLU/GSM8K) are + deliberately **not** folded into the dose curve — separate work. + +## Headline — the max-effect layer transfers to 0.61 depth across scales + +| model | params | depth | coherent concept-steering peak | frac-of-depth | plateau (frac) | +|---|---|---|---|---|---| +| Qwen2.5-0.5B-Instruct | 0.5B | 24 L | L15–16 | **0.62–0.67** | ~0.58–0.83 | +| Qwen2.5-1.5B-Instruct | 1.5B | 28 L | L17 (argmax) | **0.61** | ~0.61–0.93 | +| Qwen2.5-7B-Instruct (prior, real) | 7B | 28 L | L17 | **0.607** | back-half | + +Three model sizes spanning ~14× params independently place the coherent +maximum-effect formality-injection layer at **frac ≈ 0.61 of depth**. This is the +depth **introspection-scaling** uses for dose/layer, so steerbench's per-layer +sensitivity independently justifies that hyperparameter rather than assuming it. +Reported as a **plateau**, not razor-precision: with 3 seeds the argmax is coarse +and the back half is a broad high band; 0.61 is the argmax/lower edge of that band, +not a unique spike. + +**Total GPU spend: ~$0.70** (measured dose+sweep wall 3,464 s across 5 sweeps + +~600 s container/cold-start overhead across 8 T4 runs; T4 @ ~$0.59/hr). Well +under the $15 budget. + +| run | wall-clock | +|---|---| +| 1.5B layer sweep α=0.044 (below-floor) | 995 s | +| 1.5B layer sweep α=0.09 (resolved) | 954 s | +| 1.5B dose-response @ L17 | 483 s | +| 0.5B layer sweep α=0.124 (resolved) | 684 s | +| 0.5B dose-response @ L15 | 348 s | +| train (1.5B, 0.5B) + smoke | ~short, container-dominated | + +--- + +## Qwen2.5-1.5B-Instruct (primary / canonical) + +### Layer sweep — resolving the dose + +The transferable 7B dose (α 0.044) is **below the resolving floor on 1.5B** +(`layer_sweep_qwen1.5b_a044.{csv,png}`): every layer lands 4.3–4.9 within seed +noise (±0.07–0.23), rep 0.03–0.09, ppl 2.7–4.5 — huge headroom, no localized peak. +(α 0.044 *did* resolve on 7B; the smaller model needs a stronger normalized dose +to separate layers.) So the sweep re-ran at a **cliff-justified** dose read from +the L17 dose-response, **α 0.09** — committed before looking at which layer won, +to avoid nudging toward 0.61. + +Resolved (`layer_sweep_qwen1.5b.{csv,png}`), coherent-gated (rep < 0.15, ppl < 6): + +| region | frac | formality (mean±std) | read | +|---|---|---|---| +| **peak** | **0.61 (L17)** | **4.97 ± 0.09** | argmax, rep 0.07, ppl 5.1 | +| plateau | 0.61–0.93 (L17–25) | 4.82–4.97 | overlapping seed range; L20/21/22/25 ≈ L17 | +| **dead-spot** | 0.25–0.54 (L7–15) | 3.2–4.2, several < baseline | disruptive: ppl 6→875, var ±1–2 | +| early | 0.04–0.21 (L1–6) | 4.5–4.8 | mild, near baseline | + +**Peak plateau frac 0.61–0.93, argmax frac 0.61 (L17).** Brackets and hits the +anchor. + +### Dose-response @ L17 (frac 0.61 anchor = the resolved peak) + +`dose_response_qwen1.5b.{csv,png}`, resid_norm@L17 = 352.5. + +| alpha | coeff | formality | rep | ppl | note | +|---|---|---|---|---|---| +| −0.113 | −40 | 2.82 ± 0.23 | 0.406 | 8.1 | degenerate (casual) | +| −0.071 | −25 | 3.05 ± 0.11 | 0.133 | 5.3 | casual, edge | +| −0.043 | −15 | 3.47 ± 0.13 | 0.082 | 3.5 | casual, coherent | +| 0.000 | 0 | 4.49 ± 0.07 | 0.070 | 2.6 | baseline | +| 0.043 | 15 | 4.84 ± 0.03 | 0.055 | 2.9 | formal, clean | +| 0.071 | 25 | 4.90 ± 0.02 | 0.066 | 3.6 | formal, clean | +| **0.113** | **40** | **5.06 ± 0.12** | 0.100 | 7.1 | **effect peak, ppl rising** | +| 0.170 | 60 | 5.00 ± 0.01 | 0.335 | 15.1 | **cliff** | +| 0.255 | 90 | 5.97 ± 0.44 | 0.662 | 9.4 | past-cliff artifact (looping) | +| 0.369 | 130 | 4.70 ± 2.42 | 0.309 | 6.1 | chaotic, variance blows up | + +- **Usable band:** α ≈ −0.07 → +0.11 (coeff −25 → +40); formality 3.05 → 5.06 + monotone, rep < 0.15, ppl single-digit. +- **Coherence cliff:** α ≈ 0.13–0.17. Past it the formality proxy **inflates on + degenerate repetition** (α 0.255: rep 0.66) — an effect-reversal artifact, not + real steering — and seed variance explodes (α 0.369: ±2.42). + +--- + +## Qwen2.5-0.5B-Instruct (secondary) + +Same protocol. resid_norm@L15 = 64.5 (~5× smaller than 1.5B) → the shared coeff +grid overshoots hard, so the model is far more fragile. + +### Dose-response @ L15 (frac 0.62 anchor) + +`dose_response_qwen0.5b.{csv,png}`: + +| alpha | coeff | formality | rep | ppl | note | +|---|---|---|---|---|---| +| −0.124 | −8 | 3.06 ± 0.16 | 0.087 | 5.9 | casual, coherent | +| 0.000 | 0 | 4.55 ± 0.12 | 0.051 | 3.1 | baseline | +| 0.124 | 8 | 5.02 ± 0.03 | 0.078 | 4.9 | formal, clean | +| 0.233 | 15 | 5.24 ± 0.05 | 0.160 | 10.7 | effect peak, cliff edge | +| 0.388 | 25 | 4.74 ± 0.37 | 0.548 | 10.2 | degenerate (looping) | +| 0.620 | 40 | 0.81 ± 0.62 | 0.000 | 4.4 | **collapse to near-empty** | +| 0.930 | 60 | 0.00 ± 0.00 | 0.000 | nan | **total collapse** | +| 1.395 | 90 | 1.40 ± 1.98 | 0.000 | 347490 | garbage | + +- **Usable band (narrow):** α ≈ −0.12 → +0.23 (coeff −8 → +15); formality + 3.06 → 5.24. +- **Sharp cliff at α ≈ 0.23–0.39**, then — the honest negative — a **catastrophic + collapse**: the 0.5B model emits near-empty output (formality → 0), unlike + 1.5B's graceful degradation into repetition. + +### Layer sweep @ α 0.124 (strongest clean dose) + +`layer_sweep_qwen0.5b.{csv,png}`, baseline 4.53, coherent-gated: + +| region | frac | formality | read | +|---|---|---|---| +| **concept peak** | **0.62–0.67 (L15–16)** | **5.02–5.06** | plateau top; L15/0.62 on anchor | +| plateau | 0.58–0.83 (L14–20) | 4.87–5.06 | rep < 0.10, ppl < 6 | +| dead-spot | 0.29–0.54 (L7–13) | 3.2–4.25 | ppl 6–15, rep spikes | + +**Honest caveat:** the automatic coherent-gated argmax is **L23/frac 0.96 (5.77)**, +but that is an **output-layer edge artifact** — the last layer, coeff 33 (vs ~8 +mid-stack) at fixed α, directly boosting formal-word logits, not concept steering. +It is excluded from the concept-layer claim; the concept peak is the mid-0.6 +plateau. 0.5B is also noisier than 1.5B (seed std up to ±0.7 mid-stack). + +--- + +## Honest negatives (summary) + +1. **Dose transfer breaks down at small scale.** α 0.044 (fine on 7B) is below + the layer-resolving floor on 1.5B; α needs re-derivation per model from the + cliff, not blind transfer. +2. **Mid-network dead-spot.** frac ~0.25–0.54 injection *reduces* formality and + *breaks coherence* on both small models (ppl spikes, high variance). +3. **Past-cliff effect is an artifact.** Beyond the cliff the formality proxy can + rise, but on degenerate repetition (1.5B) or collapsed/near-empty output + (0.5B) — not real steering; report the usable band, not the raw max. +4. **Peak is a plateau, not a point.** 3 seeds give a coarse argmax; the back half + is broadly high. "0.61" is the argmax/edge of a plateau, honestly labelled. + +## Reproduce + +```bash +# from the repo root (so the src/ mount resolves), Modal authed: +./experiments/reproduce.sh # 1.5B primary: train + dose + both sweeps +MODEL=0.5b ./experiments/reproduce.sh # 0.5B secondary +``` + +Renders `results/{dose_response,layer_sweep}_qwen{1.5b,0.5b}.{csv,png}` and prints +the GPU spend. `steer-report` then builds the four-part card from these CSVs on +CPU (no GPU, no download). diff --git a/experiments/RESULTS_small_model.md b/experiments/RESULTS_small_model.md deleted file mode 100644 index d454248..0000000 --- a/experiments/RESULTS_small_model.md +++ /dev/null @@ -1,107 +0,0 @@ -# steerbench small-model canonical sweeps — results - -One-command-reproducible dose-response + layer-sensitivity for a **formality** -ControlVector on a cheap small model. This is the canonical reproducible run; the -existing 7B/8B/9B cross-model CSVs are real and untouched. - -- **Hardware:** Modal serverless **T4** (16 GB). bf16 confirmed working on Turing. -- **Model:** `Qwen/Qwen2.5-1.5B-Instruct` (primary, 28 layers, hidden 1536), - `Qwen/Qwen2.5-0.5B-Instruct` (secondary, 24 layers, hidden 896). -- **Seeds:** [0, 1, 2], mean ± std (population). -- **Vector:** repeng `ControlVector` (native training path, not reimplemented), - 69 contrastive persona pairs, one unit-norm direction per layer. -- **Metrics:** effect = lexical formality proxy; coherence = repetition rate - (1−distinct-2) + unsteered perplexity. Capability side-effects (MMLU/GSM8K) - are deliberately **not** folded into the dose curve. -- **GPU spend:** see the running tally at the bottom (< $15 budget). - -## TL;DR - -- The layer of maximum coherent effect on 1.5B is **layer 17 = frac 0.61**, which - **matches the depth anchor** the 7B run and introspection-scaling use (0.61). - It is a **back-half plateau** (frac ~0.61–0.93), not a sharp point — L17 is the - argmax but L20/21/22/25 are statistically indistinguishable within seed noise. -- The transferable 7B dose (alpha 0.044) is **too weak on 1.5B to resolve a peak** - (documented below-floor run). A **cliff-justified** dose (alpha 0.09, from the - L17 dose-response usable band) resolves it. Honest: the alpha was committed from - the cliff map *before* looking at which layer won — not tuned toward 0.61. -- Honest negative: early-mid layers (frac ~0.25–0.54) are a **dead-spot** — at the - resolving dose, injection there *reduces* formality below baseline and *breaks - coherence* (perplexity spikes to 6–875, seed variance ±1–2). - -## 1. Layer sweep (each layer's own direction, fixed normalized alpha) - -### 1a. Below the resolving floor — alpha 0.044 (the 7B transferable dose) - -`layer_sweep_qwen1.5b_a044.{csv,png}`. Baseline formality 4.56. Every layer lands -4.3–4.9 within seed noise (±0.07–0.23); repetition 0.03–0.09 and unsteered ppl -2.7–4.5 everywhere → far below any coherence cliff, large headroom. No -layer-localized peak resolves; a weak broad back-half plateau (frac ~0.57–0.89) -sits above baseline with L17/0.61 *inside* it, not uniquely peaked. Kept as the -documented "below-floor" point. (Note: alpha 0.044 *did* resolve on 7B — the -smaller model needs a stronger normalized dose to separate layers.) - -### 1b. Resolved — alpha 0.09 (cliff-justified, canonical) - -`layer_sweep_qwen1.5b.{csv,png}`. Coherent-gated peak (rep < 0.15, ppl < 6): - -| region | frac | formality (mean±std) | read | -|---|---|---|---| -| **peak** | **0.61 (L17)** | **4.97 ± 0.09** | argmax, rep 0.07, ppl 5.1 | -| plateau | 0.61–0.93 (L17–25) | 4.82–4.97 | overlapping seed range; L20/21/22/25 ≈ L17 | -| dead-spot | 0.25–0.54 (L7–15) | 3.2–4.2, several < baseline | disruptive; ppl 6→875, var ±1–2 | -| early | 0.04–0.21 (L1–6) | 4.5–4.8 | mild, near baseline | - -**Peak plateau: frac 0.61–0.93, argmax frac 0.61 (layer 17).** This brackets and -hits the 0.61 anchor. The plateau width is the honest caveat — 3 seeds give a -coarse argmax, so "the max-effect layer is 0.61" is true as an argmax but the -effect is broad across the back half. - -## 2. Dose-response at layer 17 (frac 0.61 anchor = the resolved peak) - -`dose_response_qwen1.5b.{csv,png}`. resid_norm@L17 = 352.5. Coeff grid -[−60…130] → alpha −0.17…0.37. - -| alpha | coeff | formality | repetition | ppl | note | -|---|---|---|---|---|---| -| −0.170 | −60 | 2.37 ± 0.36 | 0.505 | 9.6 | degenerate (casual side) | -| −0.113 | −40 | 2.82 ± 0.23 | 0.406 | 8.1 | degenerate | -| −0.071 | −25 | 3.05 ± 0.11 | 0.133 | 5.3 | casual, edge | -| −0.043 | −15 | 3.47 ± 0.13 | 0.082 | 3.5 | casual, coherent | -| 0.000 | 0 | 4.49 ± 0.07 | 0.070 | 2.6 | baseline | -| 0.023 | 8 | 4.81 ± 0.09 | 0.057 | 2.8 | formal, clean | -| 0.043 | 15 | 4.84 ± 0.03 | 0.055 | 2.9 | formal, clean | -| 0.071 | 25 | 4.90 ± 0.02 | 0.066 | 3.6 | formal, clean | -| **0.113** | **40** | **5.06 ± 0.12** | 0.100 | 7.1 | **effect peak, ppl rising** | -| 0.170 | 60 | 5.00 ± 0.01 | 0.335 | 15.1 | **cliff** | -| 0.255 | 90 | 5.97 ± 0.44 | 0.662 | 9.4 | past-cliff artifact (looping) | -| 0.369 | 130 | 4.70 ± 2.42 | 0.309 | 6.1 | chaotic, variance blows up | - -- **Usable band:** alpha ≈ −0.07 → +0.11 (coeff −25 → +40). Formality moves - monotonically 3.05 → 5.06 while rep < 0.15 and ppl stays single-digit. -- **Coherence cliff:** alpha ≈ 0.13–0.17. Past it, the formality proxy *inflates - on degenerate repetition* (alpha 0.255: rep 0.66) — an effect-reversal artifact, - not real steering — and seed variance explodes (alpha 0.369: ±2.42). -- The layer-sweep dose (alpha 0.09) sits just inside the top of this band — the - strongest still-coherent dose, chosen to maximize layer separation. - -## 3. The 0.61 synergy (used by introspection-scaling) - -introspection-scaling injects/reads at **frac 0.61 of depth**. Independently, on a -different (much smaller) model, the coherent max-effect layer for formality -steering lands at **frac 0.61** (L17/28), the same anchor the 7B qwen sweep found -(L17/28 = 0.607). The dose-response is run at that same 0.61 layer. So the -small-model canonical run supplies both a per-layer sensitivity curve and a -dose-response *at the depth the scaling work assumes* — a cross-size cross-check -that 0.61 is a reasonable formality-injection depth, with the caveat that it is a -broad plateau, not a razor peak. - -## 4. Qwen2.5-0.5B-Instruct (secondary) - -_(pending — filled after the 0.5B dose + resolved sweep complete)_ - -## Reproduce - -```bash -experiments/reproduce.sh # trains vector + both sweeps + dose, prints spend -``` diff --git a/experiments/reproduce.sh b/experiments/reproduce.sh index f3951bd..fd10a9c 100755 --- a/experiments/reproduce.sh +++ b/experiments/reproduce.sh @@ -27,7 +27,7 @@ fi # alpha for the resolved layer sweep. 0.044 (the transferable 7B dose) is below # the resolving floor on small models; 0.09 is the strongest-still-coherent dose -# read from the anchor-layer dose-response usable band (see RESULTS_small_model.md). +# read from the anchor-layer dose-response usable band (see RESULTS.md). SWEEP_ALPHA="${SWEEP_ALPHA:-0.09}" echo "== 1/4 train formality ControlVector ($MODEL_ID) ==" From acab130ece410f4b37aa48d29c0f4854d18f1595 Mon Sep 17 00:00:00 2001 From: Bamdad Dashtban Date: Mon, 20 Jul 2026 11:08:00 +0100 Subject: [PATCH 9/9] Correct 0.5B claim: L23/0.96 argmax is REAL formal prose, not artifact Verified (not assumed): a 1-seed inspection at 0.5B L23/coeff 33 produced fluent, coherent, more-formal-than-baseline text -- so the earlier 'output-layer logit artifact' exclusion was wrong. The 0.5B coherent argmax genuinely IS the last layer (frac 0.96, 5.77); 0.61 is the START of its coherent back-half plateau, not its peak. (On 1.5B the last layers sit at/below baseline despite higher coeff, so this is a 0.5B-specific late climb, not a general high-coeff effect.) Reframe the headline to the honest, scrutiny-surviving claim: frac ~0.61 is a high-effect COHERENT injection depth at every scale -- the argmax on 1.5B and 7B, the plateau start on 0.5B -- which still justifies introspection-scaling's 0.61 without overclaiming a universal argmax. L23 now shown in the table with the verified reason inline. README softened to match. Also: parameterize smoke() with model_id/gguf_path (enabled the L23 inspection); fix reproduce.sh to set SWEEP_ALPHA per model (0.09 for 1.5b, 0.124 for 0.5b) so MODEL=0.5b reproduces the committed 0.124 artifact, not 0.09. --- README.md | 16 +++++----- RESULTS.md | 67 +++++++++++++++++++++++++--------------- experiments/modal_app.py | 11 +++++-- experiments/reproduce.sh | 11 ++++--- 4 files changed, 66 insertions(+), 39 deletions(-) diff --git a/README.md b/README.md index eb75dc0..aec8a7b 100644 --- a/README.md +++ b/README.md @@ -15,9 +15,10 @@ steerbench marks the sweet spot and the cliff automatically.* > shape narrative below. For a **one-command, in-repo reproducible** version on a > cheap T4 (no A100), see the small-model canonical run in > [`RESULTS.md`](RESULTS.md) via [`experiments/reproduce.sh`](experiments/reproduce.sh): -> Qwen2.5-1.5B and 0.5B reproduce the same interior-optimum dose-response shape -> and independently place the max-effect formality layer at **frac ≈ 0.61 of -> depth**. +> Qwen2.5-1.5B and 0.5B reproduce the same interior-optimum dose-response shape, +> and **frac ≈ 0.61 of depth** is a high-effect coherent injection layer on both +> (the argmax on 1.5B; the start of the coherent plateau on 0.5B, whose argmax is +> the last layer — see [`RESULTS.md`](RESULTS.md) for the honest breakdown). ## Quickstart @@ -98,10 +99,11 @@ project steerbench was built for — asks whether models can introspect on known-good layer and strength on every model in the ladder. steerbench produces that report card — the sweet spot, the cliff, the safe layer — so the injection is **calibrated, not guessed**. Concretely: introspection-scaling injects/reads at -**frac ≈ 0.61 of depth**, and steerbench's layer sweep independently puts the -coherent max-effect formality layer at that same depth on Qwen2.5-**0.5B, 1.5B -and 7B** (see [`RESULTS.md`](RESULTS.md)) — so the depth hyperparameter is -measured across a 14× size range, not assumed. +**frac ≈ 0.61 of depth**, and steerbench's layer sweep finds that depth to be a +high-effect, coherent formality-injection layer on Qwen2.5-**0.5B, 1.5B and 7B** +— the coherent argmax on 1.5B and 7B, and on the coherent back-half plateau on +0.5B (see [`RESULTS.md`](RESULTS.md)) — so the depth hyperparameter is measured +across a ~14× size range, not assumed. ## Results diff --git a/RESULTS.md b/RESULTS.md index c8cca92..5944d45 100644 --- a/RESULTS.md +++ b/RESULTS.md @@ -15,21 +15,27 @@ ControlVector on cheap small models. This is the **canonical reproducible** run (1−distinct-2) + unsteered perplexity. Capability side-effects (MMLU/GSM8K) are deliberately **not** folded into the dose curve — separate work. -## Headline — the max-effect layer transfers to 0.61 depth across scales - -| model | params | depth | coherent concept-steering peak | frac-of-depth | plateau (frac) | -|---|---|---|---|---|---| -| Qwen2.5-0.5B-Instruct | 0.5B | 24 L | L15–16 | **0.62–0.67** | ~0.58–0.83 | -| Qwen2.5-1.5B-Instruct | 1.5B | 28 L | L17 (argmax) | **0.61** | ~0.61–0.93 | -| Qwen2.5-7B-Instruct (prior, real) | 7B | 28 L | L17 | **0.607** | back-half | - -Three model sizes spanning ~14× params independently place the coherent -maximum-effect formality-injection layer at **frac ≈ 0.61 of depth**. This is the -depth **introspection-scaling** uses for dose/layer, so steerbench's per-layer -sensitivity independently justifies that hyperparameter rather than assuming it. -Reported as a **plateau**, not razor-precision: with 3 seeds the argmax is coarse -and the back half is a broad high band; 0.61 is the argmax/lower edge of that band, -not a unique spike. +## Headline — 0.61 depth is a high-effect coherent injection layer at every scale + +| model | params | depth | coherent-effect argmax | frac | high-effect plateau (frac) | 0.61 status | +|---|---|---|---|---|---|---| +| Qwen2.5-0.5B-Instruct | 0.5B | 24 L | L23 (last) | 0.96 | ~0.58–0.96 | plateau start, not argmax | +| Qwen2.5-1.5B-Instruct | 1.5B | 28 L | L17 | **0.61** | ~0.61–0.93 | argmax | +| Qwen2.5-7B-Instruct (prior, real) | 7B | 28 L | L17 | **0.607** | back-half | argmax | + +The honest claim: on all three sizes, **frac ≈ 0.61 is a high-effect, coherent +formality-injection depth** — it sits on the coherent back-half plateau at every +scale, and on 1.5B and 7B it is the **argmax**. This justifies the depth +**introspection-scaling** injects/reads at (0.61) — measured, not assumed, across +a ~14× size range. + +The honest caveat (do **not** overclaim a universal 0.61 argmax): on **0.5B the +numeric argmax is the last layer (frac 0.96)**, and it is **real coherent formal +prose**, not an artifact — a 1-seed inspection at L23/coeff 33 produced fluent, +more-formal-than-baseline text (verified, not asserted). So 0.5B's effect keeps +climbing gently to the output end; 0.61 is the **start of its coherent plateau**, +not its peak. Reported as a plateau, not razor-precision — with 3 seeds the argmax +is coarse and the back half is a broad high band. **Total GPU spend: ~$0.70** (measured dose+sweep wall 3,464 s across 5 sweeps + ~600 s container/cold-start overhead across 8 T4 runs; T4 @ ~$0.59/hr). Well @@ -123,19 +129,26 @@ grid overshoots hard, so the model is far more fragile. ### Layer sweep @ α 0.124 (strongest clean dose) -`layer_sweep_qwen0.5b.{csv,png}`, baseline 4.53, coherent-gated: +`layer_sweep_qwen0.5b.{csv,png}`, baseline 4.53, coherent-gated (rep < 0.15, ppl < 6): | region | frac | formality | read | |---|---|---|---| -| **concept peak** | **0.62–0.67 (L15–16)** | **5.02–5.06** | plateau top; L15/0.62 on anchor | -| plateau | 0.58–0.83 (L14–20) | 4.87–5.06 | rep < 0.10, ppl < 6 | +| **argmax** | **0.96 (L23, last)** | **5.77 ± 0.17** | rep 0.05, ppl 5.5 — real formal prose (verified) | +| plateau | 0.58–0.96 (L14–23) | 4.87–5.77 | broad coherent high band; climbs to the output end | +| 0.61 anchor | 0.62–0.67 (L15–16) | 5.02–5.06 | on the plateau, not its peak | | dead-spot | 0.29–0.54 (L7–13) | 3.2–4.25 | ppl 6–15, rep spikes | -**Honest caveat:** the automatic coherent-gated argmax is **L23/frac 0.96 (5.77)**, -but that is an **output-layer edge artifact** — the last layer, coeff 33 (vs ~8 -mid-stack) at fixed α, directly boosting formal-word logits, not concept steering. -It is excluded from the concept-layer claim; the concept peak is the mid-0.6 -plateau. 0.5B is also noisier than 1.5B (seed std up to ±0.7 mid-stack). +**On the argmax (verified, not assumed):** the coherent-gated argmax is +**L23/frac 0.96 (5.77)** — the last layer, where fixed α maps to coeff 33 (vs ~8 +mid-stack). I initially suspected an output-layer logit-boost artifact, but a +1-seed inspection at L23/coeff 33 disproved that: the generation is fluent, +coherent, and more formal than baseline ("…created by Alibaba Cloud… including but +not limited to general knowledge, cultural customs, scientific discoveries…") — a +real steering effect, not gamed tokens or truncation. So 0.5B genuinely peaks at +the output end; **0.61 is the start of its coherent plateau, not its peak.** (By +contrast, on 1.5B the last layers sit at/below baseline — e.g. L25/coeff 43.8 = +4.88, L27 = 4.56 — so this is a 0.5B-specific late-layer climb, not a general +high-coeff effect.) 0.5B is also noisier than 1.5B (seed std up to ±0.7 mid-stack). --- @@ -149,8 +162,12 @@ plateau. 0.5B is also noisier than 1.5B (seed std up to ±0.7 mid-stack). 3. **Past-cliff effect is an artifact.** Beyond the cliff the formality proxy can rise, but on degenerate repetition (1.5B) or collapsed/near-empty output (0.5B) — not real steering; report the usable band, not the raw max. -4. **Peak is a plateau, not a point.** 3 seeds give a coarse argmax; the back half - is broadly high. "0.61" is the argmax/edge of a plateau, honestly labelled. +4. **Peak is a plateau, not a point — and 0.61 is not the argmax everywhere.** + 3 seeds give a coarse argmax; the back half is broadly high. 0.61 is the clean + argmax on 1.5B and 7B, but on 0.5B the argmax is the last layer (0.96, verified + real prose) and 0.61 is only the plateau *start*. The defensible claim is + "0.61 is a high-effect coherent injection depth at every scale," not "0.61 is + the universal peak." ## Reproduce diff --git a/experiments/modal_app.py b/experiments/modal_app.py index f176950..0dc65a1 100644 --- a/experiments/modal_app.py +++ b/experiments/modal_app.py @@ -591,14 +591,19 @@ def train_and_export( @app.function(gpu=GPU, timeout=1800, volumes={VOL: vol}, secrets=[HF_SECRET]) -def smoke(layer: int = 14, big_coeff: float = 8.0) -> dict: +def smoke( + layer: int = 14, + big_coeff: float = 8.0, + model_id: str = MODEL_ID, + gguf_path: str | None = None, +) -> dict: import sys sys.path.insert(0, "/root/src") vol.reload() # see the freshly committed gguf from steerbench.vectors import load_vector - vec = load_vector(GGUF_PATH) # exercise the real reload path + vec = load_vector(gguf_path or GGUF_PATH) # exercise the real reload path print(f"reloaded keys: {sorted(vec.directions.keys())}") import numpy as np @@ -606,7 +611,7 @@ def smoke(layer: int = 14, big_coeff: float = 8.0) -> dict: dnorm = float(np.linalg.norm(vec.directions[layer])) print(f"layer {layer} ||dir|| = {dnorm:.4f}") - model, tok = _load_model_and_tokenizer() + model, tok = _load_model_and_tokenizer(model_id) from repeng import ControlModel cmodel = ControlModel(model, [layer]) diff --git a/experiments/reproduce.sh b/experiments/reproduce.sh index fd10a9c..81ec5ad 100755 --- a/experiments/reproduce.sh +++ b/experiments/reproduce.sh @@ -15,20 +15,23 @@ MODAL="${MODAL:-modal}" APP="experiments/modal_app.py" MODEL="${MODEL:-1.5b}" +# SWEEP_ALPHA = the strongest-still-coherent dose for the resolved layer sweep, +# read from each model's own anchor-layer dose-response usable band (see +# RESULTS.md). 0.044 (the transferable 7B dose) is below the resolving floor on +# small models, so each model gets its own cliff-justified value. if [[ "$MODEL" == "1.5b" ]]; then MODEL_ID="Qwen/Qwen2.5-1.5B-Instruct"; NLAYERS=28; ANCHOR=17; STEM="qwen1.5b" GGUF="" # 1.5B is the default MODEL_ID -> uses GGUF_PATH + DEFAULT_ALPHA=0.09 elif [[ "$MODEL" == "0.5b" ]]; then MODEL_ID="Qwen/Qwen2.5-0.5B-Instruct"; NLAYERS=24; ANCHOR=15; STEM="qwen0.5b" GGUF="/vol/formality_Qwen2_5-0_5B-Instruct.gguf" + DEFAULT_ALPHA=0.124 else echo "MODEL must be 1.5b or 0.5b" >&2; exit 1 fi -# alpha for the resolved layer sweep. 0.044 (the transferable 7B dose) is below -# the resolving floor on small models; 0.09 is the strongest-still-coherent dose -# read from the anchor-layer dose-response usable band (see RESULTS.md). -SWEEP_ALPHA="${SWEEP_ALPHA:-0.09}" +SWEEP_ALPHA="${SWEEP_ALPHA:-$DEFAULT_ALPHA}" echo "== 1/4 train formality ControlVector ($MODEL_ID) ==" if [[ "$MODEL" == "1.5b" ]]; then