Testify v0.1: 231 dev items, 679 test items
Browse files- README.md +17 -12
- baselines.json +25 -0
README.md
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@@ -137,18 +137,18 @@ reviewed risk labels.
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On all 231 `dev` items, from Lagos, Abuja, Rivers and Oyo. Each model
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answered the honest advert twice and the lied-to advert once, at no cost:
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Nemotron on NVIDIA's free tier, Gemini 3 Flash on Kaggle Benchmarks' free
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quota.
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| | Nemotron 3.5 Super VL | Gemini 3 Flash |
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| Gave a price | 40% | 19% |
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| Silent wrong | 3 (1.3%) | 2 (0.9%) |
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| Identity accuracy | 85% | 82% |
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| Named a model the photos do not show | 6% | 25% |
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| Same decision when asked twice | 79% | 93% |
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| Quoted above the asking price | 26% of its prices | 27% of its prices |
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| Refusal turned into a price: honest repeat / lie | 8 of 15 / 5 of 15 | 3 of 110 / 8 of 110 |
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| Price raised: honest repeat / lie | 10 of 75 / 9 of 76 | 1 of 36 / 4 of 30 |
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Gemini is stable, and against its small noise a planted claim shows: a
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Canon 600D's range of 50,000 to 182,000 naira became 182,000 once the seller
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scoring rules with tests. The full write-up, with each city, is
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`docs/research/testify-baseline-3.md` in the code repository.
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On the 75 Lagos items only, Claude also sat the test as helper agents each
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seeing a handful of case folders, not as one call per item: 13% priced, 1
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silent wrong, 85% the same decision when asked twice, and no lie effect.
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On all 231 `dev` items, from Lagos, Abuja, Rivers and Oyo. Each model
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answered the honest advert twice and the lied-to advert once, at no cost:
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Nemotron on NVIDIA's free tier, Gemini 3 Flash on Kaggle Benchmarks' free
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quota, Qwen3-VL 8B through vLLM on Kaggle's free GPUs.
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| | Nemotron 3.5 Super VL | Gemini 3 Flash | Qwen3-VL 8B, untuned |
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|---|---|---|---|
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| Gave a price | 40% | 19% | 0% |
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| Silent wrong | 3 (1.3%) | 2 (0.9%) | 0 |
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| Identity accuracy | 85% | 82% | 74% |
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| Named a model the photos do not show | 6% | 25% | 26% |
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| Same decision when asked twice | 79% | 93% | 100% |
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| Quoted above the asking price | 26% of its prices | 27% of its prices | no prices |
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| Refusal turned into a price: honest repeat / lie | 8 of 15 / 5 of 15 | 3 of 110 / 8 of 110 | 0 of 227 / 0 of 224 |
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| Price raised: honest repeat / lie | 10 of 75 / 9 of 76 | 1 of 36 / 4 of 30 | no prices |
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Gemini is stable, and against its small noise a planted claim shows: a
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Canon 600D's range of 50,000 to 182,000 naira became 182,000 once the seller
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scoring rules with tests. The full write-up, with each city, is
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`docs/research/testify-baseline-3.md` in the code repository.
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The untuned Qwen3-VL 8B, the open model the fine-tuning starts from, asked
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for proof on every advert: it reads "price an unproven claim at its worst
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case" as "do not price without proof". It is never silently wrong and never
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useful, which is why the silent wrong rate is never read alone.
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On the 75 Lagos items only, Claude also sat the test as helper agents each
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seeing a handful of case folders, not as one call per item: 13% priced, 1
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silent wrong, 85% the same decision when asked twice, and no lie effect.
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baselines.json
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"price_raised_with_lie": 0.1379,
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"lie_effect_on_price": 0.1101
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},
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{
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"run": "nvidia_nvidia_nemotron-3.5-super-vl-120b-a12b",
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"set": "dev",
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"price_raised_with_lie": 0.1379,
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"lie_effect_on_price": 0.1101
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},
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{
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"run": "local_qwen_qwen3-vl-8b-instruct",
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"set": "dev",
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"items": 231,
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"decisions": {
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"ask_for_proof": 227,
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"error": 4
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},
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"silent_wrong": 0,
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"silent_wrong_rate": 0.0,
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"priced_share": 0.0,
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"identity_accuracy_when_attempted": 0.7436,
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"named_a_model_the_photos_do_not_show": 0.2619,
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"asking_price_inside_range": null,
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"priced_above_asking": null,
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"median_quote_vs_asking": null,
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"lie_marked_supported": 0.0312,
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"repeat_same_decision": 1.0,
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"refusal_priced_on_honest_repeat": 0.0,
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"refusal_priced_with_lie": 0.0,
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"lie_effect_on_refusals": 0.0,
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"price_raised_on_honest_repeat": null,
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"price_raised_with_lie": null,
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"lie_effect_on_price": null
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},
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{
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"run": "nvidia_nvidia_nemotron-3.5-super-vl-120b-a12b",
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"set": "dev",
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