Ranking run 2026-06-20
Claude Opus 4.7 leads with 80/100 across all domains. Tax law: Claude Opus 4.7 (78) · Medicine: GPT-5.5 Pro (87) · Law: Claude Opus 4.7 (82) · Business law: GPT-5.5 Pro (78).
Overall across domains
| # | Model | top100 | 95 % CI | Δ prev. | failures | sec median/p90 | hallu band | per 1000 tok. | Δ own family |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 4.7 | 0 | 20 / 29 | 80 | 77–83 | +2 | 59 | 1,48 | — |
| 2 | GPT-5.5 Pro n=99/100 | 1 | 199 / 831 | 78 | 75–82 | -2 | 78 | 0,10 | — |
| 3 | GPT-5 | 0 | 28 / 44 | 76 | 72–79 | +4 | 70 | 0,60 | — |
| 4 | Claude Opus 4.8 | 0 | 18 / 27 | 74 | 71–77 | 0 | 73 | 0,90 | — |
| 5 | Kimi K2.6 n=99/100 | 1 | 122 / 266 | 59 | 54–64 | +2 | 51 | 0,25 | — |
| 6 | Gemini 3.1 Pro | 0 | 23 / 32 | 54 | 50–58 | 0 | 75 | 4,15 | — |
| 7 | Mistral Large 2 | 0 | 10 / 68 | 51 | 46–56 | -1 | 50 | 4,30 | — |
| 8 | Grok 4.3 | 0 | 5 / 7 | 48 | 43–52 | 0 | 73 | 5,19 | — |
Δ prev. = difference to the previous published run; “—” = model was not in it. Hallu band: 100 = none, 0 = ≥ 4 false claims per answer. Per 1000 tok. = flagged claims per 1000 output tokens (length-normalised). Δ own family = score with all judges minus score with foreign judges only, in points; positive = own family scores more generously; “—” = not recorded before code_version 0.2.8 or no foreign judge (methodology §4, §6.5).
Tax law · 15 Items
Ranks 1–3 statistically tied (95 % CI overlaps rank 1)
In Tax law, Claude Opus 4.7 (top score) contradicts a stored key fact on average 0,5 times per answer and adds avg 1,6 claims the judge panel flags as false or unsupported; 100 % of answers carry at least one flag. The lowest value is Gemini 3.1 Pro at avg 1,1 per answer. Relative to answer length: 1,65 per 1000 output tokens, lowest GPT-5.5 Pro at 0,11.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 4.7 | 78 | 73–84 | +7 | 0,5 | 1,6 | 2,1 | 100 % | 1,65 | 80 % |
| 2 | GPT-5.5 Pro | 68 | 60–76 | +1 | 0,9 | 0,7 | 1,6 | 100 % | 0,11 | 68 % |
| 3 | GPT-5 | 67 | 54–79 | +12 | 1,1 | 1,0 | 2,0 | 100 % | 0,79 | 74 % |
| 4 | Claude Opus 4.8 | 65 | 59–72 | -2 | 0,6 | 1,0 | 1,6 | 100 % | 1,15 | 74 % |
| 5 | Gemini 3.1 Pro | 44 | 36–51 | 0 | 0,8 | 0,5 | 1,1 | 73 % | 4,66 | 56 % |
| 6 | Kimi K2.6 | 30 | 18–42 | -3 | 1,9 | 2,0 | 3,9 | 100 % | 0,40 | 46 % |
| 7 | Grok 4.3 | 28 | 21–37 | +1 | 1,1 | 0,7 | 1,9 | 93 % | 8,55 | 54 % |
| 8 | Mistral Large 2 | 27 | 18–37 | +2 | 1,9 | 1,6 | 3,5 | 100 % | 7,21 | 52 % |
Medicine · 20 Items
Ranks 1–4 statistically tied (95 % CI overlaps rank 1)
In Medicine, GPT-5.5 Pro (top score) contradicts a stored key fact on average 0,5 times per answer and adds avg 0,3 claims the judge panel flags as false or unsupported; 80 % of answers carry at least one flag. The lowest value is Gemini 3.1 Pro at avg 0,4 per answer. Relative to answer length: 0,19 per 1000 output tokens, lowest Kimi K2.6 at 0,17.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT-5.5 Pro | 87 | 83–91 | +1 | 0,5 | 0,3 | 0,7 | 80 % | 0,19 | 81 % |
| 2 | Claude Opus 4.7 | 83 | 75–90 | 0 | 0,4 | 0,9 | 1,3 | 100 % | 1,26 | 88 % |
| 3 | Claude Opus 4.8 | 81 | 75–87 | -1 | 0,3 | 0,4 | 0,6 | 90 % | 0,59 | 70 % |
| 4 | GPT-5 | 78 | 70–86 | -2 | 0,6 | 0,5 | 1,0 | 100 % | 0,73 | 70 % |
| 5 | Kimi K2.6 | 70 | 63–77 | +6 | 0,4 | 0,6 | 0,9 | 90 % | 0,17 | 67 % |
| 6 | Mistral Large 2 | 69 | 63–75 | -2 | 0,5 | 0,5 | 1,0 | 85 % | 1,89 | 72 % |
| 7 | Gemini 3.1 Pro | 63 | 57–70 | +3 | 0,3 | 0,2 | 0,4 | 60 % | 2,00 | 70 % |
| 8 | Grok 4.3 | 60 | 50–68 | +4 | 0,2 | 0,4 | 0,6 | 75 % | 2,86 | 78 % |
Law · 35 Items
Ranks 1–4 statistically tied (95 % CI overlaps rank 1)
In Law, Claude Opus 4.7 (top score) contradicts a stored key fact on average 0,3 times per answer and adds avg 0,7 claims the judge panel flags as false or unsupported; 83 % of answers carry at least one flag. The lowest value is GPT-5.5 Pro at avg 0,6 per answer. Relative to answer length: 1,22 per 1000 output tokens, lowest GPT-5.5 Pro at 0,08.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 4.7 | 82 | 77–86 | +3 | 0,3 | 0,7 | 1,0 | 83 % | 1,22 | 82 % |
| 2 | Claude Opus 4.8 | 80 | 74–85 | +4 | 0,2 | 0,5 | 0,7 | 71 % | 0,70 | 76 % |
| 3 | GPT-5 | 77 | 73–81 | +7 | 0,3 | 0,5 | 0,7 | 77 % | 0,39 | 71 % |
| 4 | GPT-5.5 Pro | 77 | 70–83 | 0 | 0,2 | 0,4 | 0,6 | 71 % | 0,08 | 78 % |
| 5 | Kimi K2.6 | 63 | 57–69 | +2 | 0,6 | 0,5 | 1,1 | 77 % | 0,15 | 66 % |
| 6 | Gemini 3.1 Pro | 58 | 51–64 | -1 | 0,5 | 0,3 | 0,7 | 60 % | 3,97 | 71 % |
| 7 | Grok 4.3 | 49 | 43–54 | +1 | 0,5 | 0,2 | 0,6 | 60 % | 4,97 | 67 % |
| 8 | Mistral Large 2 | 45 | 37–52 | -4 | 1,2 | 0,7 | 1,8 | 80 % | 6,10 | 62 % |
Business law · 30 Items
Ranks 1–4 statistically tied (95 % CI overlaps rank 1)
In Business law, GPT-5.5 Pro (top score) contradicts a stored key fact on average 0,3 times per answer and adds avg 0,7 claims the judge panel flags as false or unsupported; 97 % of answers carry at least one flag. Relative to answer length: 0,10 per 1000 output tokens.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT-5.5 Pro | 78 | 71–84 | -4 | 0,3 | 0,7 | 1,0 | 97 % | 0,10 | 82 % |
| 2 | Claude Opus 4.7 | 77 | 72–81 | +1 | 0,5 | 1,8 | 2,3 | 100 % | 1,70 | 69 % |
| 3 | GPT-5 | 76 | 70–81 | -3 | 0,6 | 0,9 | 1,5 | 100 % | 0,62 | 65 % |
| 4 | Claude Opus 4.8 | 67 | 62–73 | -4 | 0,6 | 1,0 | 1,6 | 100 % | 1,08 | 63 % |
| 5 | Kimi K2.6 | 61 | 55–67 | +2 | 0,8 | 1,9 | 2,7 | 100 % | 0,31 | 52 % |
| 6 | Mistral Large 2 | 57 | 50–63 | +1 | 0,7 | 1,3 | 2,1 | 93 % | 3,41 | 53 % |
| 7 | Gemini 3.1 Pro | 49 | 41–56 | 0 | 1,0 | 0,6 | 1,6 | 83 % | 5,08 | 56 % |
| 8 | Grok 4.3 | 48 | 41–56 | -3 | 0,7 | 0,8 | 1,5 | 87 % | 5,09 | 57 % |
Raw data of this run
raw.jsonl and progress.jsonl are the public streams with response texts stripped (contamination protection, methodology §7).