From ff5f5ef338339923a44e8d61f94f5bb9e16ffa7d Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 27 Jul 2026 22:08:26 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: NyayaLabs98/nyaya-3b-v3 Source: Original Platform --- .gitattributes | 36 ++ README.md | 106 ++++ chat_template.jinja | 54 ++ config.json | 69 +++ generation_config.json | 14 + model.safetensors | 3 + tokenizer.json | 3 + tokenizer_config.json | 30 + training/checkpoint_evals.json | 151 +++++ training/dpo_train_report.json | 300 ++++++++++ training/figures/behaviour_before_after.csv | 7 + training/figures/behaviour_before_after.png | Bin 0 -> 50814 bytes training/figures/checkpoint_frozen_eval.csv | 7 + training/figures/checkpoint_frozen_eval.png | Bin 0 -> 51392 bytes training/figures/failure_modes.csv | 5 + training/figures/failure_modes.png | Bin 0 -> 33211 bytes training/figures/matched_retrieval_final.csv | 4 + training/figures/program_progression.csv | 7 + training/figures/program_progression.png | Bin 0 -> 72905 bytes training/figures/rag_ablation.csv | 5 + training/figures/rag_ablation.png | Bin 0 -> 58401 bytes training/figures/retrieval_recall.csv | 4 + training/figures/smoke_vs_v1_loss.png | Bin 0 -> 50167 bytes training/figures/training_smoke.csv | 7 + training/figures/training_v1.csv | 20 + training/figures/training_v1_eval.csv | 5 + training/figures/training_v2.csv | 20 + training/figures/training_v2_eval.csv | 5 + training/figures/training_v3.csv | 31 + training/figures/training_v3_eval.csv | 7 + training/figures/training_v4.csv | 44 ++ training/figures/v1_training_loss.png | Bin 0 -> 49326 bytes training/figures/v2_vs_v1_training_loss.png | Bin 0 -> 70010 bytes training/rag_eval_rescored.json | 564 +++++++++++++++++++ training/retrieval_recall_dense.json | 91 +++ training/train_v3.yaml | 39 ++ training/training_history_v3.json | 371 ++++++++++++ 37 files changed, 2009 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 training/checkpoint_evals.json create mode 100644 training/dpo_train_report.json create mode 100644 training/figures/behaviour_before_after.csv create mode 100644 training/figures/behaviour_before_after.png create mode 100644 training/figures/checkpoint_frozen_eval.csv create mode 100644 training/figures/checkpoint_frozen_eval.png create mode 100644 training/figures/failure_modes.csv create mode 100644 training/figures/failure_modes.png create mode 100644 training/figures/matched_retrieval_final.csv create mode 100644 training/figures/program_progression.csv create mode 100644 training/figures/program_progression.png create mode 100644 training/figures/rag_ablation.csv create mode 100644 training/figures/rag_ablation.png create mode 100644 training/figures/retrieval_recall.csv create mode 100644 training/figures/smoke_vs_v1_loss.png create mode 100644 training/figures/training_smoke.csv create mode 100644 training/figures/training_v1.csv create mode 100644 training/figures/training_v1_eval.csv create mode 100644 training/figures/training_v2.csv create mode 100644 training/figures/training_v2_eval.csv create mode 100644 training/figures/training_v3.csv create mode 100644 training/figures/training_v3_eval.csv create mode 100644 training/figures/training_v4.csv create mode 100644 training/figures/v1_training_loss.png create mode 100644 training/figures/v2_vs_v1_training_loss.png create mode 100644 training/rag_eval_rescored.json create mode 100644 training/retrieval_recall_dense.json create mode 100644 training/train_v3.yaml create mode 100644 training/training_history_v3.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs 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Qwen/Qwen2.5-3B-Instruct +language: +- en +- hi +library_name: transformers +pipeline_tag: text-generation +tags: +- legal +- india +- indian-law +- bns +- retrieval-augmented-generation +- qwen2.5 +--- + +# Nyaya-3B-v3 — Indian Legal Information Model + +> **⚖️ Not legal advice.** Nyaya is a legal *information / guidance* model, **not a +> legal advisor**. The practice of law in India is reserved to enrolled advocates +> under the Advocates Act, 1961. Always consult a licensed advocate for anything +> consequential. Free legal aid is available via NALSA / DLSA (Legal Services +> Authorities Act, 1987). + +Nyaya answers everyday legal questions from Indian citizens in **English, Hindi, +and Hinglish**, cites specific sections of **current law** (BNS / BNSS / BSA, +post-July-2024, with IPC↔BNS bridging), and signals when a real lawyer is needed. + +- **Base model:** [`Qwen/Qwen2.5-3B-Instruct`]( https://huggingface.co/Qwen/Qwen2.5-3B-Instruct) (Apache-2.0) +- **Method:** LoRA SFT (bf16, no quantization) using **RAFT** — teacher answers + regenerated under the inference-time RAG prompt, including deliberate + retrieval-miss demonstrations. Merged to full weights for release. +- **Designed to run with retrieval (RAG).** The gains below come *with* a dense + retriever supplying statute passages in context; used bare, it behaves close + to the base model. + +## Intended use & limitations + +- **Use for:** plain-language legal information, "how do I…" procedural guidance, + old→new law (IPC↔BNS) mapping, terminology. +- **Do not use for:** actual legal advice, court filings, or any decision without + a licensed advocate. Coverage is limited to the acts in the statute DB; it can + be wrong or incomplete outside them. + +## Evaluation (Nyaya-Eval-v0, 500 frozen questions) + +Primary metric is **citation accuracy verified against the statute DB**, not loss. +Numbers below are strict exact-match on the frozen eval, with dense RAG (k=8): + +| Setting | Strict acc. | Lenient acc. | +|---|---|---| +| Base + dense RAG | 3.4% | — | +| **Nyaya-3B-v3 + dense RAG** | **3.8%** | **5.5%** | + +On the held-out *dataset* eval, citation pass-rate is **90.2%** across +1068 examples. + +**Honest status:** strict exact-match on the frozen benchmark is still low and the +project's human-eval ship gate has **not** been passed. This is an early research +release, **not** a validated "best" legal model. See the repo's `docs/ROADMAP.md` +go/no-go gates. + +## How to use + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +tok = AutoTokenizer.from_pretrained("NyayaLabs98/nyaya-3b-v3") +model = AutoModelForCausalLM.from_pretrained("NyayaLabs98/nyaya-3b-v3", device_map="auto") + +system = ( + "You are Nyaya, an Indian legal information model. You provide accurate, " + "plain-language legal guidance for Indian citizens, cite specific sections of " + "current law (BNS/BNSS/BSA and other acts in force), clearly state uncertainty, " + "and recommend consulting a licensed advocate for anything consequential. " + "You provide legal information, not legal advice." +) +# For best results, prepend retrieved statute passages to the user turn (RAG). +messages = [ + {"role": "system", "content": system}, + {"role": "user", "content": "Police FIR nahi likh rahi, kya karu?"}, +] +inputs = tok.apply_chat_template(messages, add_generation_prompt=True, return_tensors="pt").to(model.device) +out = model.generate(inputs, max_new_tokens=512) +print(tok.decode(out[0][inputs.shape[1]:], skip_special_tokens=True)) +``` + +## Training curves & ablations + +![Program progression](training/figures/program_progression.png) +![RAG ablation](training/figures/rag_ablation.png) +![Checkpoint frozen-eval](training/figures/checkpoint_frozen_eval.png) +![Before/after behaviour](training/figures/behaviour_before_after.png) + +## Training details + +See `training/` in this repo for the exact config, metric history, and all +figures (PNG + source CSV): `train_v3.yaml`, `training_history_v3.json`, +`rag_eval_rescored.json`, `checkpoint_evals.json`, `figures/`. + +## License & attribution + +Model weights released under **Apache-2.0**, inheriting the base model's license. +Statutory text is Government of India material (India Code / legislative.gov.in). +See the repository `NOTICE` for data provenance. diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..9840d40 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..a2f3910 --- /dev/null +++ b/config.json @@ -0,0 +1,69 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 11008, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 70, + "model_type": "qwen2", + "num_attention_heads": 16, + "num_hidden_layers": 36, + "num_key_value_heads": 2, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.12.1", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..5ea8619 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,14 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.05, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.12.1" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..c36d0e9 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:55fa7e17aa556349f0d7fb501b63029bb0edbc2aae7f67a03d4afcbf31f69680 +size 6171927112 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..34510ff --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8 +size 11421892 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..de1d535 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,30 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": [ + "<|im_start|>", + "<|im_end|>", + "<|object_ref_start|>", + "<|object_ref_end|>", + "<|box_start|>", + "<|box_end|>", + "<|quad_start|>", + "<|quad_end|>", + "<|vision_start|>", + "<|vision_end|>", + "<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "is_local": true, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/training/checkpoint_evals.json b/training/checkpoint_evals.json new file mode 100644 index 0000000..68aef7c --- /dev/null +++ b/training/checkpoint_evals.json @@ -0,0 +1,151 @@ +{ + "run_dir": "outputs/legal-3b-v1", + "model": "Qwen/Qwen2.5-3B-Instruct", + "frozen_eval_questions": 500, + "checkpoints": { + "checkpoint-50": { + "strict_accuracy": 0.0081, + "strict_correct": 4, + "scored_total": 495, + "forbidden_fact_violations": 1, + "abstention_rate": 0.424, + "safety_abstained": 2, + "by_language": { + "english": "4/480", + "hindi": "0/10", + "hinglish": "0/10" + }, + "eval_seconds": 977 + }, + "checkpoint-100": { + "strict_accuracy": 0.004, + "strict_correct": 2, + "scored_total": 495, + "forbidden_fact_violations": 1, + "abstention_rate": 0.342, + "safety_abstained": 2, + "by_language": { + "english": "2/480", + "hindi": "0/10", + "hinglish": "0/10" + }, + "eval_seconds": 938 + }, + "checkpoint-150": { + "strict_accuracy": 0.0081, + "strict_correct": 4, + "scored_total": 495, + "forbidden_fact_violations": 1, + "abstention_rate": 0.452, + "safety_abstained": 2, + "by_language": { + "english": "4/480", + "hindi": "0/10", + "hinglish": "0/10" + }, + "eval_seconds": 869 + }, + "checkpoint-197": { + "strict_accuracy": 0.0081, + "strict_correct": 4, + "scored_total": 495, + 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"citation_ok": 105, + "language_ok": 107, + "old_law_cited": 0 + } + }, + "by_task_type": { + "grounded_qa": { + "total": 478, + "citation_ok": 429, + "language_ok": 477, + "old_law_cited": 0 + }, + "terminology": { + "total": 28, + "citation_ok": 27, + "language_ok": 28, + "old_law_cited": 0 + }, + "hinglish_qa": { + "total": 168, + "citation_ok": 151, + "language_ok": 167, + "old_law_cited": 0 + }, + "law_mapping": { + "total": 24, + "citation_ok": 20, + "language_ok": 24, + "old_law_cited": 3 + }, + "hindi_qa": { + "total": 115, + "citation_ok": 105, + "language_ok": 107, + "old_law_cited": 0 + }, + "procedural": { + "total": 231, + "citation_ok": 211, + "language_ok": 231, + "old_law_cited": 0 + }, + "safety_abstention": { + "total": 24, + "citation_ok": 20, + "language_ok": 24, + "old_law_cited": 0 + } + } + }, + "evaluated_at": "2026-07-15 08:04:21" +} \ No newline at end of file diff --git a/training/dpo_train_report.json b/training/dpo_train_report.json new file mode 100644 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