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Model: prajwal55/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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language:
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- en
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tags:
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- legal
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- finance
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- llama
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pipeline_tag: text-generation
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---
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# slm-125m-base
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A 126M-parameter Llama-architecture base model pretrained **from
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scratch** on US case law, SEC filings, and educational web text. Trained on
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8xH100 for ~28 minutes at a total project cost of roughly $18.
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This is a **base model**. It has had no instruction tuning, no RLHF, and no
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safety alignment. It completes text; it does not follow instructions.
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## Architecture
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|---|---|
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| Parameters | 125,847,552 |
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| Layers / hidden / heads | 12 / 768 / 12 |
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| Context length | 1024 |
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| Vocab | 16384 (byte-level BPE trained on this corpus) |
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| Tied embeddings | True |
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## Training data
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1.92B tokens, ~76% legal:
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| Source | Tokens | Share |
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| `PleIAs/SEC` | 819M | 43% |
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| `HFforLegal/case-law` | 639M | 33% |
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| `HuggingFaceFW/fineweb-edu` | 463M | 24% |
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Pipeline: deterministic rule-based cleaning (line filters, boilerplate
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stripping, repetition and language gates, plus a dictionary-based OCR gate on
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case law) then MinHash near-dedup, exact dedup, and 13-gram decontamination
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against the CaseHOLD evaluation set.
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## Training
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2 epochs (3.84B tokens seen), AdamW, cosine schedule to a 6e-05 cooldown,
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bf16, sequence length 1024, global batch 524,288 tokens.
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## Results
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| Metric | Value |
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| Val perplexity (held-out 1%) | 9.07 |
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| CaseHOLD (zero-shot, 5-way) | 19.5% |
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CaseHOLD is measured on data excluded from training by 13-gram
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decontamination, so it is not inflated by leakage. Expect near-chance
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zero-shot performance: a 125M base model with no task tuning is not
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competitive on multiple-choice legal reasoning, and this number is a baseline
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for fine-tuning, not a capability claim.
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## Limitations
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Small, base-only, English-only, 1024-token context. Case-law inputs contain
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OCR noise that survives filtering. **Not legal or financial advice** and not
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suitable for any use where an incorrect statement of law carries consequences.
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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": 0,
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"eos_token_id": 1,
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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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"pad_token_id": 2
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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": 0,
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"eos_token_id": 1,
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"transformers_version": "4.46.3",
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"pad_token_id": 2
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c185b5323b4ff964da14cb532ba3342afe595532dd73972ff67ebc61ae4cc876
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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_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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