| --- |
| license: apache-2.0 |
| tags: |
| - baseweight-benchmark |
| - benchmark |
| - predictions |
| --- |
| |
| # Baseweight Benchmark — Raw Predictions |
|
|
| Every model generation produced during evaluation for the |
| [Baseweight Benchmark](https://baseweight.co/benchmark), a reproducible |
| comparison of fine-tuned open models against frontier APIs on focused vertical |
| tasks. |
|
|
| ## What's here |
|
|
| One JSONL file per model × task × condition × seed. Each line is one |
| prediction: |
|
|
| | Field | Description | |
| |---|---| |
| | `id` | Row identifier from the prepared test split | |
| | `model` | Model short name (`qwen3-8b`, `gpt-5.4-mini`) | |
| | `condition` | `lora`, `zero-shot`, or `5-shot` | |
| | `eval_seed` | Seed used for this eval run (0, 1, or 2) | |
| | `prompt_sha` | SHA-256 prefix of the prompt template used | |
| | `input` | The text input sent to the model | |
| | `output` | The raw model output | |
| | `ground_truth` | Gold label or answer | |
| | `input_tokens` | Prompt token count | |
| | `output_tokens` | Completion token count | |
| | `avg_logprob` | Mean log-probability of output tokens | |
| | `timestamp` | UTC time of the generation | |
|
|
| ## File layout |
|
|
| ``` |
| predictions/ |
| local/ |
| qwen3-8b/ |
| banking77/ lora.jsonl lora_seed1.jsonl lora_seed2.jsonl |
| zero-shot.jsonl zero-shot_seed1.jsonl zero-shot_seed2.jsonl |
| 5-shot.jsonl 5-shot_seed1.jsonl 5-shot_seed2.jsonl |
| cuad/ lora.jsonl lora_seed1.jsonl lora_seed2.jsonl |
| zero-shot.jsonl zero-shot_seed1.jsonl zero-shot_seed2.jsonl |
| api/ |
| gpt-5.4-mini/ |
| banking77/ zero-shot.jsonl zero-shot_seed1.jsonl zero-shot_seed2.jsonl |
| 5-shot.jsonl 5-shot_seed1.jsonl 5-shot_seed2.jsonl |
| cuad/ zero-shot.jsonl zero-shot_seed1.jsonl zero-shot_seed2.jsonl |
| ``` |
|
|
| Seeds 1 and 2 are independent re-evaluations with shuffled test order. |
| Seed 0 is the base run (file without seed suffix). Reported metrics are the |
| mean across all three seeds; 95% CIs are bootstrap intervals over the seeds. |
|
|
| ## Verifying the numbers |
|
|
| Download any JSONL, recompute the metric against `ground_truth`, and compare |
| to the value in `results.json` on the benchmark site. The `prompt_sha` field |
| lets you confirm the exact prompt template used. |
|
|
| ## Links |
|
|
| - Benchmark site: [baseweight.co/benchmark](https://baseweight.co/benchmark) |
| - Pipeline code: [github.com/baseweight-ai/benchmark](https://github.com/baseweight-ai/benchmark) |
| - Prepared data splits: [baseweight-ai/baseweight-benchmark-data](https://huggingface.co/datasets/baseweight-ai/baseweight-benchmark-data) |
| - Fine-tuned adapters: [baseweight-ai/baseweight-benchmark-adapters](https://huggingface.co/collections/baseweight-ai/baseweight-benchmark-adapters-6a1613a5bee5213ab5e44936) |
|
|
