From 8cf8a207ec55782bdeb761e497d48acdf4bdf83e Mon Sep 17 00:00:00 2001 From: Yen Kha Date: Wed, 1 Jul 2026 08:47:44 -0600 Subject: [PATCH 1/2] docs: evolve repo layout for open evidence infrastructure ecosystem Adds top-level indexes for datasets, models, benchmarks, methodology, and evidence that map to existing canonical paths without breaking runners or CI. Expands README and CONTRIBUTING with research artifacts and contribution areas, and documents the public research roadmap and models plan. --- CONTRIBUTING.md | 57 ++++++++++++++++ README.md | 38 ++++++++++- benchmarks/README.md | 28 ++++++++ datasets/README.md | 12 ++++ datasets/citation-benchmark/README.md | 18 +++++ datasets/evaluation-prompts/README.md | 16 +++++ datasets/open-evidence-corpus/README.md | 17 +++++ datasets/verification-taxonomy/README.md | 16 +++++ docs/RESEARCH-ROADMAP.md | 66 +++++++++++++++++++ evidence/README.md | 21 ++++++ methodology/README.md | 22 +++++++ models/README.md | 26 ++++++++ models/authority-matching-baseline/README.md | 5 ++ models/citation-risk-classifier/README.md | 5 ++ .../proposition-support-classifier/README.md | 5 ++ .../README.md | 7 ++ 16 files changed, 356 insertions(+), 3 deletions(-) create mode 100644 benchmarks/README.md create mode 100644 datasets/README.md create mode 100644 datasets/citation-benchmark/README.md create mode 100644 datasets/evaluation-prompts/README.md create mode 100644 datasets/open-evidence-corpus/README.md create mode 100644 datasets/verification-taxonomy/README.md create mode 100644 docs/RESEARCH-ROADMAP.md create mode 100644 evidence/README.md create mode 100644 methodology/README.md create mode 100644 models/README.md create mode 100644 models/authority-matching-baseline/README.md create mode 100644 models/citation-risk-classifier/README.md create mode 100644 models/proposition-support-classifier/README.md create mode 100644 models/verification-taxonomy-classifier/README.md diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index b649d1e..bd8ccf3 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -11,6 +11,63 @@ benchmark integrity. --- +## New here? Start in 60 seconds + +| Question | Answer | +|----------|--------| +| **What is Dali?** | Open evidence infrastructure for legal AI — reproducible benchmarks, verification taxonomies, and evidence artifacts. See [README.md](README.md) and [docs/METHODOLOGY.md](docs/METHODOLOGY.md). | +| **Good first issues** | Filter GitHub for labels `good first issue`, `benchmark`, or `corpus`. Corpus records, Tier 2 prompts, and docs are often the fastest path. | +| **Run locally** | `git clone https://github.com/yenklabs/Dali && cd Dali && python -m venv .venv && source .venv/bin/activate && pip install -r requirements.txt && pytest tests/` | +| **Coding standards** | Match existing style; keep diffs focused; schema and methodology changes need a spec or issue first. See [docs/for-engineers.md](docs/for-engineers.md). | +| **Where to ask** | Open a [GitHub Discussion](https://github.com/yenklabs/Dali/discussions) or issue with context and what you tried. | +| **Submit a PR** | Fork → branch → `pytest tests/` green → open PR with what changed and why. Use the PR checklist below. | + +Prefer no terminal? Use the MCP contributor tools (`lint`, `score`, `replay`, `probe`, `draft`, `pack`) — see [tools/mcp/README.md](tools/mcp/README.md). + +--- + +## Ways to contribute + +### Evidence + +- Evidence corpus submissions +- Jurisdiction packs +- Source validation + +### Datasets + +- Dataset improvements +- Metadata quality +- Documentation + +### Benchmarks + +- Prompt packs +- Evaluation workflows +- Reproducibility + +### Models + +- Baseline implementations +- Training pipelines +- Evaluation metrics + +### Tooling + +- MCP tools +- Parsers +- Evidence processing + +### Documentation + +- Tutorials +- Methodology +- Examples + +See also [contribution tracks](#contribution-tracks) below for file-level starting points and [docs/RESEARCH-ROADMAP.md](docs/RESEARCH-ROADMAP.md) for ecosystem direction. + +--- + ## Philosophy Dali is built on a simple assumption: diff --git a/README.md b/README.md index 39ccb6e..0e4716a 100644 --- a/README.md +++ b/README.md @@ -31,14 +31,46 @@ Evidence Packages · Replay Engine · APIs | Public asset | Location | |---|---| -| Seed evidence corpus | [legal-ai-failure-database](https://huggingface.co/datasets/yenklabs/legal-ai-failure-database) | -| Verification benchmark v0.1 | [dali-citation-benchmark](https://huggingface.co/datasets/yenklabs/dali-citation-benchmark) | +| Open evidence corpus | [open-evidence-corpus](https://huggingface.co/datasets/yenklabs/open-evidence-corpus) | +| Citation benchmark v0.1 | [dali-citation-benchmark](https://huggingface.co/datasets/yenklabs/dali-citation-benchmark) | | Verification taxonomy | [dali-verification-taxonomy](https://huggingface.co/datasets/yenklabs/dali-verification-taxonomy) | | Evidence interchange (EPS / RFC-001) | [RFC-001](docs/specs/RFC-001-evidence-json-v1.md) · [yenklabs.com draft](https://yenklabs.com/artifacts/evidence-package-spec-v0.1) | -| Investigations | [yenklabs.com/failures](https://yenklabs.com/failures) | Full index: [huggingface.co/yenklabs](https://huggingface.co/yenklabs) +## Research artifacts + +Dali publishes reusable research assets that support reproducible legal AI evaluation. + +### Datasets + +- [Dali Open Evidence Corpus](datasets/open-evidence-corpus/) — [Hugging Face](https://huggingface.co/datasets/yenklabs/open-evidence-corpus) +- [Dali Citation Benchmark](datasets/citation-benchmark/) — [Hugging Face](https://huggingface.co/datasets/yenklabs/dali-citation-benchmark) +- [Dali Verification Taxonomy](datasets/verification-taxonomy/) — [Hugging Face](https://huggingface.co/datasets/yenklabs/dali-verification-taxonomy) +- [Dali Evaluation Prompts](datasets/evaluation-prompts/) — forthcoming + +### Benchmarks + +- [Reproducible evaluation workflows](benchmarks/) +- Cross-jurisdiction benchmark suite — [`data/benchmark/`](data/benchmark/) +- [Benchmark releases](data/results/) + +### Models + +Planned baseline research models built from open evidence artifacts. [Models roadmap](models/README.md): + +- Verification Taxonomy Classifier +- Citation Risk Classifier +- Authority Matching Baseline +- Proposition Support Classifier + +Models support the evidence ecosystem. They do not replace it. + +### Evidence + +- [Reusable evidence artifacts](evidence/) supporting reproducibility and independent verification +- [Methodology](methodology/) and [research roadmap](docs/RESEARCH-ROADMAP.md) + ## Why does it matter? AI systems lack a standard way to create, exchange, verify, and preserve evidence. The legal industry has been an early proving ground — court-documented incidents since [*Mata v. Avianca*](docs/CASE-STUDIES.md#1-mata-v-avianca-inc-sdny-2023) (2023), including [*United States v. Cohen*](docs/CASE-STUDIES.md#2-united-states-v-cohen-sdny-2023) and [*Park v. Kim*](docs/CASE-STUDIES.md#3-park-v-kim-2d-cir-2024), which anchor the Tier 1 canonical corpus in [data/benchmark/tier1/corpus/citation_failure_cases.json](data/benchmark/tier1/corpus/citation_failure_cases.json). Dali consolidates missing public infrastructure into one MIT-licensed, deterministically replayable verification layer, with reproducibility defined through [cryptographic lineage](docs/cryptographic-lineage.md) and the public [methodology](docs/METHODOLOGY.md). diff --git a/benchmarks/README.md b/benchmarks/README.md new file mode 100644 index 0000000..6c9592c --- /dev/null +++ b/benchmarks/README.md @@ -0,0 +1,28 @@ +# Dali Benchmarks + +Reproducible evaluation workflows, cross-jurisdiction benchmark suites, and versioned benchmark releases. + +## In this repository + +| Asset | Location | +|-------|----------| +| Tier 1 canonical corpus | [`data/benchmark/tier1/`](../data/benchmark/tier1/) | +| Tier 2 evaluation prompts | [`data/benchmark/tier2/`](../data/benchmark/tier2/) | +| Published run artifacts | [`data/results/`](../data/results/) | +| Deterministic Tier 1 runner | [`dali/runners/run_integrity.py`](../dali/runners/run_integrity.py) | +| Tier 2 synthetic runner | [`dali/runners/run_synthetic.py`](../dali/runners/run_synthetic.py) | +| Leaderboard | [`docs/LEADERBOARD.md`](../docs/LEADERBOARD.md) | + +## Hugging Face + +- [Dali Citation Benchmark](https://huggingface.co/datasets/yenklabs/dali-citation-benchmark) +- [Organization profile](https://huggingface.co/yenklabs) + +## Reproduce a run + +```bash +pip install -r requirements.txt +python -m tools.cli replay +``` + +See [docs/quickstart.md](../docs/quickstart.md). diff --git a/datasets/README.md b/datasets/README.md new file mode 100644 index 0000000..3a661df --- /dev/null +++ b/datasets/README.md @@ -0,0 +1,12 @@ +# Dali Datasets + +Published dataset artifacts for the Dali open evidence ecosystem. Canonical evaluation data lives under [`data/benchmark/`](../data/benchmark/); Hugging Face mirrors ship from [yenklabs on Hugging Face](https://huggingface.co/yenklabs/datasets). + +| Dataset | Directory | Hugging Face | +|---------|-----------|--------------| +| Dali Open Evidence Corpus | [open-evidence-corpus/](open-evidence-corpus/) | [open-evidence-corpus](https://huggingface.co/datasets/yenklabs/open-evidence-corpus) | +| Dali Citation Benchmark | [citation-benchmark/](citation-benchmark/) | [dali-citation-benchmark](https://huggingface.co/datasets/yenklabs/dali-citation-benchmark) | +| Dali Verification Taxonomy | [verification-taxonomy/](verification-taxonomy/) | [dali-verification-taxonomy](https://huggingface.co/datasets/yenklabs/dali-verification-taxonomy) | +| Dali Evaluation Prompts | [evaluation-prompts/](evaluation-prompts/) | forthcoming | + +Models support the evidence ecosystem. They do not replace it. diff --git a/datasets/citation-benchmark/README.md b/datasets/citation-benchmark/README.md new file mode 100644 index 0000000..da19b78 --- /dev/null +++ b/datasets/citation-benchmark/README.md @@ -0,0 +1,18 @@ +# Dali Citation Benchmark + +Open benchmark for evaluating legal AI citation verification. + +## In this repository + +- Tier 1 corpus: [`data/benchmark/tier1/`](../data/benchmark/tier1/) +- Tier 2 prompts: [`data/benchmark/tier2/`](../data/benchmark/tier2/) +- Published results: [`data/results/`](../data/results/) +- Runners: [`dali/runners/`](../dali/runners/) + +## Hugging Face + +[yenklabs/dali-citation-benchmark](https://huggingface.co/datasets/yenklabs/dali-citation-benchmark) + +## Contribute + +Prompt packs, evaluation workflows, and reproducibility — see [CONTRIBUTING.md](../CONTRIBUTING.md#ways-to-contribute). diff --git a/datasets/evaluation-prompts/README.md b/datasets/evaluation-prompts/README.md new file mode 100644 index 0000000..bf848c6 --- /dev/null +++ b/datasets/evaluation-prompts/README.md @@ -0,0 +1,16 @@ +# Dali Evaluation Prompts + +Cross-jurisdiction evaluation prompts for testing legal AI systems. + +## In this repository + +- Tier 2 JSONL corpora: [`data/benchmark/tier2/`](../data/benchmark/tier2/) +- Contributor tools: [`tools/mcp/`](../tools/mcp/) (`probe`, `draft`, `pack`) + +## Status + +Mirrored on Hugging Face as **Dali Evaluation Prompts** — forthcoming. + +## Contribute + +New prompt packs and evaluation workflows — see [CONTRIBUTING.md](../CONTRIBUTING.md#ways-to-contribute). diff --git a/datasets/open-evidence-corpus/README.md b/datasets/open-evidence-corpus/README.md new file mode 100644 index 0000000..27df55f --- /dev/null +++ b/datasets/open-evidence-corpus/README.md @@ -0,0 +1,17 @@ +# Dali Open Evidence Corpus + +Documented evidence records for reproducible legal AI research. + +## In this repository + +Tier 1 canonical cases and related evidence records: + +- [`data/benchmark/tier1/corpus/citation_failure_cases.json`](../data/benchmark/tier1/corpus/citation_failure_cases.json) + +## Hugging Face + +[yenklabs/open-evidence-corpus](https://huggingface.co/datasets/yenklabs/open-evidence-corpus) + +## Contribute + +Evidence corpus submissions, jurisdiction packs, and source validation — see [CONTRIBUTING.md](../CONTRIBUTING.md#ways-to-contribute). diff --git a/datasets/verification-taxonomy/README.md b/datasets/verification-taxonomy/README.md new file mode 100644 index 0000000..ad52765 --- /dev/null +++ b/datasets/verification-taxonomy/README.md @@ -0,0 +1,16 @@ +# Dali Verification Taxonomy + +Shared vocabulary for classifying legal AI verification outcomes. + +## In this repository + +- Ontology and failure classes: [`dali/schemas/ontology.md`](../dali/schemas/ontology.md) +- Policy and taxonomy modules: [`dali/corpus/`](../dali/corpus/) + +## Hugging Face + +[yenklabs/dali-verification-taxonomy](https://huggingface.co/datasets/yenklabs/dali-verification-taxonomy) + +## Contribute + +Taxonomy improvements and documentation — see [CONTRIBUTING.md](../CONTRIBUTING.md#ways-to-contribute). diff --git a/docs/RESEARCH-ROADMAP.md b/docs/RESEARCH-ROADMAP.md new file mode 100644 index 0000000..e39397a --- /dev/null +++ b/docs/RESEARCH-ROADMAP.md @@ -0,0 +1,66 @@ +# Dali Research Roadmap + +Future public artifacts follow this progression. Each layer builds on the previous one. + +```text +Open Evidence Corpus + ↓ +Verification Taxonomy + ↓ +Citation Benchmark + ↓ +Baseline Research Models + ↓ +Interactive Hugging Face Spaces + ↓ +Community Contributions + ↓ +Annual Evidence Reports +``` + +## Repository map + +```text +Dali/ +├── datasets/ → published dataset artifacts (index + HF mirrors) +├── models/ → lightweight baseline research models (roadmap) +├── benchmarks/ → evaluation workflows and releases +├── methodology/ → public methodology index +├── evidence/ → evidence artifact index +├── docs/ → methodology, specs, guides +├── tools/ → CLI, MCP, scripts +└── CONTRIBUTING.md +``` + +Canonical runtime code remains in `dali/`; canonical benchmark data remains in `data/benchmark/` during the transition. Top-level indexes link to both. + +## Guiding principle + +The benchmark is not the product. The datasets are not the product. The models are not the product. + +Together they form Dali's open evidence infrastructure. + +Every new artifact should be: + +- Open +- Reproducible +- Independently verifiable +- Community extensible +- Useful beyond Dali itself + +## Models roadmap + +| Release | Model | Purpose | +|---------|-------|---------| +| v0.1 | Verification Taxonomy Classifier | Predict standardized verification outcome labels | +| v0.2 | Citation Risk Classifier | Estimate citation verification risk from evidence metadata | +| v0.3 | Authority Matching Baseline | Reproducible authority matching baseline | +| v0.4 | Proposition Support Classifier | Classify proposition support relationships | + +See [`models/README.md`](../models/README.md). + +## Hugging Face ecosystem + +- [Organization](https://huggingface.co/yenklabs) +- [Datasets](https://huggingface.co/yenklabs/datasets) +- Planned Spaces: Evidence Explorer, Benchmark Dashboard, Citation Verification Demo diff --git a/evidence/README.md b/evidence/README.md new file mode 100644 index 0000000..3e948ea --- /dev/null +++ b/evidence/README.md @@ -0,0 +1,21 @@ +# Dali Evidence + +Reusable evidence artifacts supporting reproducibility and independent verification. + +## In this repository + +| Artifact | Location | +|----------|----------| +| Tier 1 evidence records | [`data/benchmark/tier1/corpus/`](../data/benchmark/tier1/corpus/) | +| Integrity result schema | [`dali/schemas/`](../dali/schemas/) | +| Lineage and hashing | [`dali/corpus/lineage.py`](../dali/corpus/lineage.py), [`docs/cryptographic-lineage.md`](../docs/cryptographic-lineage.md) | +| Case studies | [`docs/CASE-STUDIES.md`](../docs/CASE-STUDIES.md) | +| Evidence JSON spec | [`docs/specs/RFC-001-evidence-json-v1.md`](../docs/specs/RFC-001-evidence-json-v1.md) | + +## Hugging Face + +- [Dali Open Evidence Corpus](https://huggingface.co/datasets/yenklabs/open-evidence-corpus) + +## Contribute + +Evidence corpus submissions, jurisdiction packs, and source validation — see [CONTRIBUTING.md](../CONTRIBUTING.md#ways-to-contribute). diff --git a/methodology/README.md b/methodology/README.md new file mode 100644 index 0000000..f0f4a70 --- /dev/null +++ b/methodology/README.md @@ -0,0 +1,22 @@ +# Dali Methodology + +Public, versioned methodology for citation integrity evaluation and evidence reconstructability. + +## Canonical documents + +| Document | Path | +|----------|------| +| Methodology overview | [`docs/METHODOLOGY.md`](../docs/METHODOLOGY.md) | +| Policy versioning | [`docs/policy-versioning.md`](../docs/policy-versioning.md) | +| Cryptographic lineage | [`docs/cryptographic-lineage.md`](../docs/cryptographic-lineage.md) | +| Reviewer guide | [`docs/reviewer-guide.md`](../docs/reviewer-guide.md) | +| Specs (RFCs) | [`docs/specs/`](../docs/specs/) | + +## Datasets and taxonomy + +Methodology outputs are grounded in open artifacts: + +- [`datasets/verification-taxonomy/`](../datasets/verification-taxonomy/) +- [`datasets/citation-benchmark/`](../datasets/citation-benchmark/) + +Every published result should cite a **policy version** and produce replay-verifiable hashes. diff --git a/models/README.md b/models/README.md new file mode 100644 index 0000000..cb5f706 --- /dev/null +++ b/models/README.md @@ -0,0 +1,26 @@ +# Dali Research Models + +Dali publishes lightweight, reproducible baseline models trained from open evidence artifacts. + +These models exist to support research, benchmarking, and evaluation. + +They are intentionally transparent, reproducible, and extensible. + +## Current roadmap + +- [Verification Taxonomy Classifier](verification-taxonomy-classifier/) — predict standardized verification outcome labels +- [Citation Risk Classifier](citation-risk-classifier/) — estimate citation verification risk from evidence metadata +- [Authority Matching Baseline](authority-matching-baseline/) — reproducible baseline for authority matching experiments +- [Proposition Support Classifier](proposition-support-classifier/) — classify proposition support relationships for legal authorities + +Models are released alongside datasets, methodologies, and benchmark updates. + +## Guiding principle + +Models support the evidence ecosystem. They do not replace it. + +The benchmark is not the product. The datasets are not the product. The models are not the product. Together they form Dali's open evidence infrastructure. + +## Hugging Face + +Model releases will publish under [yenklabs on Hugging Face](https://huggingface.co/yenklabs) when available. diff --git a/models/authority-matching-baseline/README.md b/models/authority-matching-baseline/README.md new file mode 100644 index 0000000..ea80348 --- /dev/null +++ b/models/authority-matching-baseline/README.md @@ -0,0 +1,5 @@ +# Dali Authority Matching Baseline + +**Status:** planned (v0.3) + +Reproducible baseline for authority matching experiments, aligned with Dali evaluation methodology. diff --git a/models/citation-risk-classifier/README.md b/models/citation-risk-classifier/README.md new file mode 100644 index 0000000..89dcb2c --- /dev/null +++ b/models/citation-risk-classifier/README.md @@ -0,0 +1,5 @@ +# Dali Citation Risk Classifier + +**Status:** planned (v0.2) + +Estimate citation verification risk using evidence metadata from the [Dali Open Evidence Corpus](../datasets/open-evidence-corpus/) and [Citation Benchmark](../datasets/citation-benchmark/). diff --git a/models/proposition-support-classifier/README.md b/models/proposition-support-classifier/README.md new file mode 100644 index 0000000..c3d36b9 --- /dev/null +++ b/models/proposition-support-classifier/README.md @@ -0,0 +1,5 @@ +# Dali Proposition Support Classifier + +**Status:** planned (v0.4) + +Classify proposition support relationships for legal authorities — existence vs. support-stage verification. diff --git a/models/verification-taxonomy-classifier/README.md b/models/verification-taxonomy-classifier/README.md new file mode 100644 index 0000000..ec480bd --- /dev/null +++ b/models/verification-taxonomy-classifier/README.md @@ -0,0 +1,7 @@ +# Dali Verification Taxonomy Classifier + +**Status:** planned (v0.1) + +Predict standardized verification outcome labels using the [Dali Verification Taxonomy](../datasets/verification-taxonomy/). + +Training data and evaluation protocol will ship with the first public model release. From 68da8dee160dc9bde7076022afae3d426100b9b9 Mon Sep 17 00:00:00 2001 From: Yen Kha Date: Wed, 1 Jul 2026 09:02:36 -0600 Subject: [PATCH 2/2] docs: update software citation metadata for open evidence infrastructure Align README BibTeX, CITATION.cff, and v0.2 results citation with the open evidence infrastructure title, yenklabs/Dali URL, and updated note. --- CITATION.cff | 16 ++++++++-------- README.md | 6 +++--- data/results/v0.2/README.md | 8 ++++---- 3 files changed, 15 insertions(+), 15 deletions(-) diff --git a/CITATION.cff b/CITATION.cff index 32aeaf1..d5b23fe 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -1,20 +1,20 @@ cff-version: 1.2.0 message: "If you use Dali in your research or evaluation work, please cite it using this metadata." -title: "Dali: Evidentiary Infrastructure for Legal AI" +title: "Dali: Open Evidence Infrastructure for Legal AI" type: software authors: - family-names: Kha given-names: Yen email: yen.kha@gammalex.com alias: yenk -repository-code: "https://github.com/yenk/Dali" -url: "https://github.com/yenk/Dali" +repository-code: "https://github.com/yenklabs/Dali" +url: "https://github.com/yenklabs/Dali" version: "1.0.0" date-released: "2026-06-04" license: MIT abstract: > - Dali evaluates whether AI-generated legal citations remain reproducible, - attributable, and defensible under scrutiny. + Open source platform for reproducible legal AI evaluation, evidence preservation, + verification workflows, and open research artifacts. keywords: - legal AI - citation integrity @@ -28,7 +28,7 @@ keywords: - legal technology preferred-citation: type: software - title: "Dali: Evidentiary Infrastructure for Legal AI" + title: "Dali: Open Evidence Infrastructure for Legal AI" authors: - family-names: Kha given-names: Yen @@ -36,5 +36,5 @@ preferred-citation: institution: "GammaLex AI Inc." year: 2026 version: "1.0.0" - url: "https://github.com/yenk/Dali" - notes: "Evaluates whether AI-generated legal citations remain reproducible, attributable, and defensible under scrutiny" + url: "https://github.com/yenklabs/Dali" + notes: "Open source platform for reproducible legal AI evaluation, evidence preservation, verification workflows, and open research artifacts" diff --git a/README.md b/README.md index 0e4716a..41f0545 100644 --- a/README.md +++ b/README.md @@ -133,13 +133,13 @@ See [CITATION.cff](CITATION.cff), or: ```bibtex @software{dali-2026, - title = {Dali: The Open Verification Layer for AI Evidence}, author = {Kha, Yen}, + title = {Dali: Open Evidence Infrastructure for Legal AI}, + organization = {GammaLex AI Inc.}, year = {2026}, version = {1.0.0}, - organization = {GammaLex AI Inc.}, url = {https://github.com/yenklabs/Dali}, - note = {Open verification infrastructure for portable AI evidence, replay, and trust benchmarks} + note = {Open source platform for reproducible legal AI evaluation, evidence preservation, verification workflows, and open research artifacts} } ``` diff --git a/data/results/v0.2/README.md b/data/results/v0.2/README.md index 6799781..b6b71b8 100644 --- a/data/results/v0.2/README.md +++ b/data/results/v0.2/README.md @@ -290,12 +290,12 @@ Both runs used identical `policy_version=v1.0.0` and `parser_version=v1.1.0`. Th ```bibtex @software{dali-2026, - title = {Dali: Evidentiary Infrastructure for Legal AI}, author = {Kha, Yen}, + title = {Dali: Open Evidence Infrastructure for Legal AI}, + organization = {GammaLex AI Inc.}, year = {2026}, version = {1.0.0}, - organization = {GammaLex AI Inc.}, - url = {https://github.com/yenk/Dali}, - note = {Evaluates whether AI-generated legal citations remain reproducible, attributable, and defensible under scrutiny} + url = {https://github.com/yenklabs/Dali}, + note = {Open source platform for reproducible legal AI evaluation, evidence preservation, verification workflows, and open research artifacts} } ```