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Model: sahuabinash/slm-125m-finetuned-qa Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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language:
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- en
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- llama
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- fine-tuned
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- legal
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- finance
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- qa
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base_model: thesreedath/slm-125m-base
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---
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# slm-125m-finetuned-qa
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A 125.8M-parameter LLaMA-architecture model, fine-tuned from
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[thesreedath/slm-125m-base](https://huggingface.co/thesreedath/slm-125m-base) on a
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grounded Q&A instruction dataset covering legal, financial, and general text.
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## Training data
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7,521 chat-format (system/user/assistant) examples generated from a legal/SEC/web
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corpus using Gemini (`gemini-3.1-flash-lite`) as teacher, filtered by an LLM-as-judge
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pass for grounding/faithfulness, deduplicated by embedding similarity, covering four
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task types: grounded QA, summarization, extraction, and rewriting.
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## Training
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Full fine-tune (not LoRA), 3 epochs, 1x H100, dynamic per-batch padding, loss masked to
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the assistant response only. 354 steps, ~1.6M real tokens processed, 69 seconds total.
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Validation perplexity 9.13 on the Q&A task.
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## Usage
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Prompts use the same special-token format as the base model:
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tok = AutoTokenizer.from_pretrained("sahuabinash/slm-125m-finetuned-qa")
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model = AutoModelForCausalLM.from_pretrained("sahuabinash/slm-125m-finetuned-qa")
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prompt = "<|bos|><|system|>Answer the question using only the given passage.<|user|>What is a plaintiff?<|assistant|>"
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inputs = tok(prompt, return_tensors="pt")
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out = model.generate(**inputs, max_new_tokens=80)
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print(tok.decode(out[0], skip_special_tokens=True))
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```
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config.json
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config.json
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{
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"_name_or_path": "thesreedath/slm-125m-base",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"max_position_embeddings": 1024,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"num_key_value_heads": 12,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000.0,
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"tie_word_embeddings": true,
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"torch_dtype": "float32",
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"transformers_version": "4.46.3",
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"use_cache": true,
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"vocab_size": 16384
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"transformers_version": "4.46.3"
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}
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model.safetensors
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c85bca25eb1155f99abf3ece81759496b8d6599f8d43998988c35b4da0071cab
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size 503405488
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special_tokens_map.json
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|user|>",
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"<|assistant|>",
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"<|system|>"
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],
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"bos_token": {
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"content": "<|bos|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|eos|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<|pad|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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"unk_token": {
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"content": "<|unk|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<|bos|>",
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"lstrip": false,
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"single_word": false,
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"4": {
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"content": "<|user|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"5": {
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"content": "<|assistant|>",
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},
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"additional_special_tokens": [
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"<|user|>",
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"<|assistant|>",
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"<|system|>"
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],
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"bos_token": "<|bos|>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|eos|>",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<|pad|>",
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"tokenizer_class": "PreTrainedTokenizerFast",
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"unk_token": "<|unk|>"
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}
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