commit 576d7cf5dc47e8fe3b589b7989ffe77803e9226b Author: ModelHub XC Date: Sat Aug 8 17:01:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: sivakaturi48/SLM-Siva-Finetuned Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.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 merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..82eff26 --- /dev/null +++ b/README.md @@ -0,0 +1,73 @@ +--- +language: en +license: apache-2.0 +tags: + - text-generation + - legal + - financial + - llama + - small-language-model +pipeline_tag: text-generation +widget: + - text: "The court held that the defendant" + example_title: Legal - Court Ruling + - text: "The Company reported net revenues of" + example_title: Financial - Revenue Report + - text: "Pursuant to Section 12 of the Act" + example_title: Legal - Statutory Reference + - text: "The annual report filed with the SEC" + example_title: Financial - SEC Filing +--- + +# SLM-Siva-Finetuned + +A **125M parameter** small language model fine-tuned on a legal/financial corpus (~2.19B tokens including US case law, SEC filings, and web text). + +## Model Details + +| Property | Value | +|----------|-------| +| Architecture | LlamaForCausalLM | +| Parameters | 125,848,320 | +| Model Size | 252 MB | +| Training Corpus | US case law + SEC filings + web slice (~2.19B tokens) | +| Epochs | 5 | +| Format | safetensors | + +## Usage + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +tokenizer = AutoTokenizer.from_pretrained("sivakaturi48/SLM-Siva-Finetuned") +model = AutoModelForCausalLM.from_pretrained("sivakaturi48/SLM-Siva-Finetuned") +model.eval() + +prompt = "The court held that the defendant" +input_ids = tokenizer(prompt, return_tensors="pt").input_ids + +with torch.no_grad(): + output = model.generate(input_ids, max_new_tokens=100, do_sample=True, temperature=0.7, top_p=0.9) + +print(tokenizer.decode(output[0], skip_special_tokens=True)) +``` + +## Example Outputs + +**Prompt:** "The court held that the defendant" +> The court held that the defendant had not offered any evidence in his defense. In support of its holding, the trial judge cited two cases from this court where an accused has been denied the opportunity to present a defense. + +**Prompt:** "The Company reported net revenues of" +> The Company reported net revenues of $2.8 million and operating income (loss) of $(1,078,000), for the year ended December 31, 1997 compared to a net loss of ($279,000). The increase in net revenues was primarily due to increased sales volumes. + +**Prompt:** "Pursuant to Section 12 of the Act" +> Pursuant to Section 12 of the Act, this Registrant's Report shall not be signed by the undersigned except by duly authorized officers or agents. In accordance with the Securities Exchange Act of 1934, this report has been signed below. + +## Limitations + +This is a **small language model** (125M parameters) designed for learning and experimentation. It can generate coherent legal/financial text but may produce imprecise or repetitive outputs for complex prompts. This is not a production legal or financial tool. + +## Built By + +**Siva Katuri** diff --git a/config.json b/config.json new file mode 100644 index 0000000..75635f7 --- /dev/null +++ b/config.json @@ -0,0 +1,29 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 768, + "initializer_range": 0.02, + "intermediate_size": 3072, + "max_position_embeddings": 1024, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 12, + "num_hidden_layers": 12, + "num_key_value_heads": 12, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_scaling": null, + "rope_theta": 10000.0, + "tie_word_embeddings": true, + "torch_dtype": "bfloat16", + "transformers_version": "4.46.3", + "use_cache": true, + "vocab_size": 16384 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..36d1470 --- 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"Ġperspective": 10787, + "ua": 10788, + "illy": 10789, + "Ġinstallment": 10790, + "ĠEdwards": 10791, + "Ġundertaken": 10792, + "omers": 10793, + "ĠIBM": 10794, + "ĠHans": 10795, + "uits": 10796, + "ĠController": 10797, + "Ġconveyance": 10798, + "Ġox": 10799, + "Ġlibrary": 10800, + "Ġdestruction": 10801, + "Ġoverruling": 10802, + "Ġround": 10803, + "Ġvotes": 10804, + "Ġforfeiture": 10805, + "aved": 10806, + "Ġliquor": 10807, + "ĠLIMITED": 10808, + "aus": 10809, + "being": 10810, + "wick": 10811, + "Ġnoise": 10812, + "Ġopposing": 10813, + "ighed": 10814, + "Ġgap": 10815, + "ez": 10816, + "Ġresign": 10817, + "Ġ1954": 10818, + "Ġ260": 10819, + "Ġinstituted": 10820, + "Ġreclassified": 10821, + "Ġtherefrom": 10822, + "ĠBC": 10823, + "Ġextends": 10824, + "Ġrandom": 10825, + "ĠAFFIRMED": 10826, + "allas": 10827, + "fts": 10828, + "Ġshipment": 10829, + "ĠDick": 10830, + "Ġcorner": 10831, + "sen": 10832, + "ĠPsych": 10833, + "Ġtranslated": 10834, + "Ġconcludes": 10835, + "SP": 10836, + "Ġclim": 10837, + "Ġemer": 10838, + "ĠWarren": 10839, + "Ġsupervisory": 10840, + "ĠAttorneys": 10841, + "ĠDeposit": 10842, + "Ġreceipts": 10843, + "ĠDictionary": 10844, + "Ġinternally": 10845, + "ationally": 10846, + "Ġalternate": 10847, + "night": 10848, + "Ġbrings": 10849, + "Ill": 10850, + "New": 10851, + "Ġ135": 10852, + "ĠGray": 10853, + "Ġdistinguished": 10854, + "istical": 10855, + "Ġ800": 10856, + "Ġdistress": 10857, + "Ġconsultant": 10858, + "Ġapportion": 10859, + "ĠKen": 10860, + "car": 10861, + "Ġinterlocutory": 10862, + "Ġcollaboration": 10863, + "ĠPear": 10864, + "Ġvoted": 10865, + "Ġconfusion": 10866, + "Ġsuscept": 10867, + "abeth": 10868, + "Ġengineer": 10869, + "ĠAmortization": 10870, + "ĠTom": 10871, + "ĠAffili": 10872, + "Ġmor": 10873, + "201": 10874, + "Ġseeing": 10875, + "Ġreconciliation": 10876, + "Ġobservations": 10877, + "through": 10878, + "riculum": 10879, + "iciary": 10880, + "Lived": 10881, + "Ġfort": 10882, + "ĠJul": 10883, + "Ġelectro": 10884, + "ĠMedicine": 10885, 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