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Octopus Research Institute
Status: ReleasedData ownership: Institute-ownedLicence: CC BY 4.0

HF-logits parity corpus (per-family cosine/argmax)

Per-token logit-parity measurements for each ported model family versus a validated HuggingFace oracle on identical input ids.

Purpose

Quantify how closely ported inference paths reproduce a reference implementation, token by token.

Source

Generated by running each ported family against a HuggingFace oracle on identical token ids.

Composition

Downloadable CSV — per-family results: family, min_cosine_vs_hf_oracle, argmax_match, argmax_total (15 model families). The per-family summary of the larger per-token corpus.

Known biases

  • Coverage is limited to the ported families and prompts measured.

Limitations

  • Parity is checked offline on fixed token ids, not end-to-end.

Access conditions

The full per-family parity table is available for download below, under CC-BY-4.0.

Data preview
familymin_cosine_vs_hf_oracleargmax_matchargmax_totalnote
Qwen2.5-0.5B0.9999791212
SmolLM2-360M0.9999981212
Llama-3.2-1B0.9999981212
Mistral-7B-v0.30.9999921212
Phi-3-mini-4k1.0000001212
Qwen3-4B0.9999891212
OLMo-2-1B0.9999981212
StableLM-2-1.6B0.9999971212
First 8 of 15 rows.
Download · CC BY 4.0