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Model: shivamfet/slm-125m-base 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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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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- legal
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- finance
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- small-language-model
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---
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# shivamfet/slm-125m-base
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A ~125M-parameter Llama-architecture language model pretrained from scratch on a
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legal- and finance-heavy corpus (U.S. case law, SEC filings, and a slice of
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FineWeb-Edu). Built as a compact domain SLM; not instruction-tuned.
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**🌐 Live demo:** https://slm-125m-shivamk.vercel.app
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## Model details
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|---|---|
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| Parameters | ~125.8M (tied embeddings) |
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| Architecture | Llama (12 layers, 768 hidden, 12 heads) |
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| Vocab | 16,384 (byte-level BPE, trained on-corpus) |
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| Context length | 1024 |
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| Precision | bf16 autocast (fp32 master weights) |
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## Training
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- **Corpus:** ~2.4B unique tokens (case-law / SEC / FineWeb-Edu), deduplicated
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(MinHash LSH) and decontaminated against CaseHOLD / LexGLUE eval sets.
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- **Schedule:** 4 epochs (~8.15B tokens seen) on 8xH100, cosine LR (6e-4 -> 6e-5),
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token-based warmup, fused AdamW.
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- **Result:** validation perplexity 16.0 -> 8.35, monotonic, no divergence.
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tok = AutoTokenizer.from_pretrained("shivamfet/slm-125m-base")
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model = AutoModelForCausalLM.from_pretrained("shivamfet/slm-125m-base")
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ids = tok("The plaintiff shall bear the burden of proving",
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return_tensors="pt", return_token_type_ids=False)
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out = model.generate(**ids, max_new_tokens=80, do_sample=True,
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top_k=50, temperature=0.8, pad_token_id=tok.pad_token_id)
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print(tok.decode(out[0], skip_special_tokens=True))
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```
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## Limitations
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Base model only — no instruction tuning or RLHF. It can produce plausible-sounding
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but incorrect legal/financial text and must not be relied on for legal or financial
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advice. Reflects biases in its public training sources.
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config.json
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config.json
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{
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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:c9318f1a6b29a3282ca32e50f930f5541d45822035584ea84338edf13806931a
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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": "<|bos|>",
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"eos_token": "<|eos|>",
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"pad_token": "<|pad|>",
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"unk_token": "<|unk|>"
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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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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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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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"special": true
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},
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"2": {
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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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"special": true
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},
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"3": {
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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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"special": true
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},
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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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"single_word": false,
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"special": true
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},
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"5": {
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"content": "<|assistant|>",
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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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"special": true
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},
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"6": {
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"content": "<|system|>",
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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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"special": true
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}
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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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