Ranking run 2026-09-04
Claude Opus 5 leads with 86/100 across all domains. Tax law: Claude Opus 5 (85) · Medicine: Claude Opus 5 (91) · Law: Claude Opus 5 (91) · Business law: Claude Opus 5 (79).
Overall across domains
| # | Model | top100 | 95 % CI | Δ prev. | failures | sec median/p90 | hallu band | per 1000 tok. | Δ own family |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5 | 0 | 62 / 130 | 86 | 83–89 | — | 48 | 0,39 | — |
| 2 | Claude Fable 5.1 n=98/100 | 2 (1 T) | 49 / 89 | 81 | 77–85 | — | 40 | 0,61 | — |
| 3 | Claude Opus 4.7 n=99/100 | 1 (1 T) | 20 / 29 | 79 | 75–82 | +1 | 60 | 1,41 | — |
| 4 | Kimi K3 n=81/100 | 19 (18 T) | 146 / 286 | 78 | 74–83 | +2 | 50 | 0,35 | — |
| 5 | GLM-5.3 n=68/100 | 32 | 139 / 409 | 77 | 71–82 | — | 47 | 0,26 | — |
| 6 | Claude Opus 4.8 | 0 | 19 / 30 | 76 | 73–79 | +1 | 68 | 1,08 | — |
| 6 | GPT-5.6 Sol | 0 | 71 / 181 | 76 | 72–79 | -1 | 67 | 0,27 | — |
| 7 | GPT-6 Astra | 0 | 109 / 214 | 75 | 71–78 | — | 63 | 0,37 | — |
| 8 | GPT-5 | 0 | 32 / 50 | 74 | 69–78 | +2 | 66 | 0,68 | — |
| 9 | Grok 4.6 | 0 | 68 / 115 | 65 | 62–69 | — | 78 | 2,63 | — |
| 10 | Grok 4.5 | 0 | 31 / 52 | 64 | 61–68 | +1 | 83 | 2,08 | — |
| 11 | DeepSeek V4 Pro n=98/100 | 2 | 99 / 207 | 59 | 55–63 | — | 71 | 0,18 | — |
| 12 | Gemini 3.1 Pro n=96/100 | 4 (4 T) | 27 / 101 | 55 | 51–58 | +1 | 74 | 4,36 | — |
| 13 | Mistral Large 2 | 0 | 8 / 15 | 50 | 45–55 | -1 | 47 | 4,64 | — |
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 1–6 statistically tied (95 % CI overlaps rank 1)
In Tax law, Claude Opus 5 (top score) contradicts a stored key fact on average 0,7 times per answer and adds avg 2,3 claims the judge panel flags as false or unsupported; 100 % of answers carry at least one flag. The lowest value is Grok 4.5 at avg 1,2 per answer. Relative to answer length: 0,38 per 1000 output tokens, lowest DeepSeek V4 Pro at 0,31.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5 | 85 | 76–94 | — | 0,7 | 2,3 | 3,0 | 100 % | 0,38 | 80 % |
| 2 | Claude Fable 5.1 | 76 | 64–86 | — | 0,9 | 2,8 | 3,7 | 100 % | 0,56 | 75 % |
| 3 | GLM-5.3 | 76 | 67–81 | — | 0,7 | 2,5 | 3,2 | 100 % | 0,39 | 78 % |
| 4 | Claude Opus 4.7 | 73 | 65–82 | +2 | 0,5 | 1,8 | 2,2 | 93 % | 1,66 | 65 % |
| 5 | Claude Opus 4.8 | 70 | 61–77 | +5 | 0,7 | 1,0 | 1,6 | 100 % | 1,17 | 77 % |
| 6 | GPT-6 Astra | 68 | 58–77 | — | 1,0 | 1,3 | 2,3 | 100 % | 0,40 | 74 % |
| 7 | GPT-5.6 Sol | 61 | 53–71 | -7 | 1,3 | 1,5 | 2,7 | 100 % | 0,33 | 53 % |
| 8 | GPT-5 | 59 | 43–72 | +5 | 1,5 | 0,9 | 2,5 | 100 % | 0,88 | 60 % |
| 9 | Kimi K3 | 56 | 34–76 | -21 | 1,4 | 1,6 | 3,0 | 100 % | 0,35 | 71 % |
| 10 | Grok 4.6 | 54 | 47–62 | — | 1,1 | 0,7 | 1,8 | 93 % | 4,51 | 59 % |
| 11 | Grok 4.5 | 50 | 42–60 | -8 | 0,8 | 0,5 | 1,2 | 87 % | 3,54 | 59 % |
| 12 | Gemini 3.1 Pro | 46 | 37–55 | +6 | 1,1 | 0,7 | 1,7 | 86 % | 6,86 | 60 % |
| 13 | DeepSeek V4 Pro | 41 | 29–54 | — | 1,8 | 1,1 | 2,8 | 92 % | 0,31 | 56 % |
| 14 | Mistral Large 2 | 28 | 19–39 | -2 | 2,2 | 1,4 | 3,5 | 93 % | 7,44 | 55 % |
Medicine · 20 Items
Ranks 1–9 statistically tied (95 % CI overlaps rank 1)
In Medicine, Claude Opus 5 (top score) contradicts a stored key fact on average 0,4 times per answer and adds avg 1,1 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 0,4 per answer. Relative to answer length: 0,45 per 1000 output tokens, lowest DeepSeek V4 Pro at 0,17.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5 | 91 | 85–96 | — | 0,4 | 1,1 | 1,5 | 100 % | 0,45 | 89 % |
| 2 | Claude Fable 5.1 | 85 | 77–92 | — | 0,5 | 0,8 | 1,3 | 100 % | 0,61 | 84 % |
| 3 | GLM-5.3 | 84 | 77–90 | — | 0,6 | 0,9 | 1,3 | 100 % | 0,27 | 82 % |
| 4 | GPT-5 | 84 | 78–90 | +6 | 0,3 | 0,6 | 0,8 | 95 % | 0,59 | 82 % |
| 5 | GPT-6 Astra | 84 | 81–88 | — | 0,5 | 0,5 | 0,9 | 95 % | 0,49 | 78 % |
| 6 | Claude Opus 4.7 | 83 | 76–89 | 0 | 0,4 | 0,7 | 1,0 | 95 % | 0,92 | 72 % |
| 7 | Claude Opus 4.8 | 83 | 77–88 | +3 | 0,3 | 0,7 | 0,9 | 100 % | 0,80 | 78 % |
| 8 | Kimi K3 | 83 | 77–90 | +2 | 0,7 | 0,8 | 1,3 | 90 % | 0,37 | 74 % |
| 9 | GPT-5.6 Sol | 82 | 77–87 | -3 | 0,6 | 0,3 | 0,7 | 85 % | 0,44 | 69 % |
| 10 | DeepSeek V4 Pro | 70 | 63–78 | — | 0,2 | 0,3 | 0,4 | 65 % | 0,17 | 66 % |
| 11 | Grok 4.6 | 68 | 61–75 | — | 0,3 | 0,2 | 0,4 | 65 % | 1,81 | 68 % |
| 12 | Grok 4.5 | 67 | 59–75 | +1 | 0,3 | 0,2 | 0,4 | 60 % | 1,63 | 71 % |
| 13 | Mistral Large 2 | 65 | 60–70 | -4 | 0,6 | 0,8 | 1,4 | 95 % | 2,83 | 66 % |
| 14 | Gemini 3.1 Pro | 61 | 54–68 | -1 | 0,3 | 0,2 | 0,4 | 50 % | 1,56 | 73 % |
Law · 35 Items
Ranks 1–2 statistically tied (95 % CI overlaps rank 1)
In Law, Claude Opus 5 (top score) contradicts a stored key fact on average 0,3 times per answer and adds avg 1,3 claims the judge panel flags as false or unsupported; 94 % of answers carry at least one flag. The lowest value is Grok 4.6 at avg 0,4 per answer. Relative to answer length: 0,47 per 1000 output tokens, lowest DeepSeek V4 Pro at 0,12.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5 | 91 | 87–94 | — | 0,3 | 1,3 | 1,7 | 94 % | 0,47 | 84 % |
| 2 | Claude Fable 5.1 | 88 | 83–92 | — | 0,2 | 1,3 | 1,5 | 94 % | 0,50 | 86 % |
| 3 | Claude Opus 4.7 | 80 | 73–87 | -2 | 0,2 | 0,7 | 0,9 | 79 % | 1,04 | 82 % |
| 4 | Claude Opus 4.8 | 80 | 76–84 | 0 | 0,3 | 0,6 | 0,9 | 80 % | 0,96 | 78 % |
| 5 | Kimi K3 | 80 | 72–86 | +5 | 0,5 | 1,1 | 1,6 | 88 % | 0,29 | 79 % |
| 6 | GPT-5.6 Sol | 76 | 70–82 | +1 | 0,3 | 0,7 | 0,9 | 83 % | 0,24 | 72 % |
| 7 | GLM-5.3 | 74 | 64–82 | — | 0,8 | 1,2 | 2,1 | 97 % | 0,24 | 76 % |
| 8 | GPT-5 | 72 | 64–78 | +1 | 0,7 | 0,6 | 1,2 | 80 % | 0,73 | 72 % |
| 9 | GPT-6 Astra | 71 | 64–77 | — | 0,9 | 0,6 | 1,3 | 94 % | 0,41 | 70 % |
| 10 | Grok 4.6 | 68 | 62–74 | — | 0,2 | 0,2 | 0,4 | 43 % | 1,92 | 72 % |
| 11 | Grok 4.5 | 67 | 61–72 | +2 | 0,3 | 0,2 | 0,4 | 51 % | 2,18 | 71 % |
| 12 | DeepSeek V4 Pro | 61 | 54–68 | — | 0,5 | 0,3 | 0,8 | 66 % | 0,12 | 68 % |
| 13 | Gemini 3.1 Pro | 59 | 52–65 | -2 | 0,5 | 0,3 | 0,7 | 68 % | 3,81 | 68 % |
| 14 | Mistral Large 2 | 46 | 38–54 | +1 | 1,1 | 0,8 | 1,9 | 83 % | 6,35 | 67 % |
Business law · 30 Items
Ranks 1–9 statistically tied (95 % CI overlaps rank 1)
In Business law, Claude Opus 5 (top score) contradicts a stored key fact on average 0,7 times per answer and adds avg 1,8 claims the judge panel flags as false or unsupported; 100 % of answers carry at least one flag. The lowest value is Grok 4.5 at avg 0,8 per answer. Relative to answer length: 0,34 per 1000 output tokens, lowest DeepSeek V4 Pro at 0,18.
| # | Model | top100 | 95 % CI | Δ prev. | contradicts key fact | extra false/unsupp. | avg total | answers affected | per 1000 tok. | IRR |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5 | 79 | 72–86 | — | 0,7 | 1,8 | 2,5 | 100 % | 0,34 | 65 % |
| 2 | Claude Opus 4.7 | 78 | 73–83 | +3 | 0,5 | 2,0 | 2,5 | 100 % | 1,80 | 72 % |
| 3 | GPT-5.6 Sol | 78 | 73–83 | -1 | 0,6 | 0,8 | 1,4 | 100 % | 0,22 | 70 % |
| 4 | Kimi K3 | 78 | 68–86 | +3 | 0,6 | 2,3 | 2,9 | 100 % | 0,42 | 70 % |
| 5 | GPT-5 | 77 | 72–83 | -2 | 0,5 | 0,8 | 1,3 | 93 % | 0,55 | 63 % |
| 6 | GPT-6 Astra | 76 | 71–82 | — | 0,7 | 0,8 | 1,5 | 100 % | 0,29 | 67 % |
| 7 | Claude Fable 5.1 | 74 | 66–81 | — | 0,9 | 2,6 | 3,5 | 100 % | 0,72 | 72 % |
| 8 | GLM-5.3 | 72 | 59–84 | — | 0,4 | 2,7 | 3,1 | 100 % | 0,26 | 72 % |
| 9 | Claude Opus 4.8 | 69 | 64–75 | 0 | 0,6 | 1,4 | 1,9 | 97 % | 1,25 | 69 % |
| 10 | Grok 4.5 | 66 | 61–72 | +5 | 0,3 | 0,5 | 0,8 | 73 % | 1,66 | 61 % |
| 11 | Grok 4.6 | 65 | 59–71 | — | 0,6 | 0,7 | 1,2 | 93 % | 2,47 | 65 % |
| 12 | DeepSeek V4 Pro | 57 | 49–62 | — | 0,7 | 0,7 | 1,3 | 90 % | 0,18 | 64 % |
| 13 | Mistral Large 2 | 56 | 48–63 | -2 | 0,7 | 1,5 | 2,2 | 97 % | 3,59 | 56 % |
| 14 | Gemini 3.1 Pro | 49 | 42–55 | 0 | 1,1 | 0,6 | 1,6 | 100 % | 5,21 | 57 % |
Raw data of this run
raw.jsonl and progress.jsonl are the public streams with response texts stripped (contamination protection, methodology §7).