Generated: 2026-07-25 12:54:32 UTC
Back to translation prompt evaluation.
This page tracks automated reference-similarity metrics over model releases while keeping the Stephanos prompt version fixed. The overview includes twelve OpenAI releases and available Claude observations on the same 100-entry Kappa corpus.
Human-equivalent dates below use a provisional automated-score target of 90.0%. Replace this target with a second-human baseline when the project has one; until then, the projection is a planning proxy, not a claim about human adequacy.
| Prompt v. | Metric | Target | Completed releases | Latest release | Latest score | Annualized slope | Projected target date | Steady check | Projection status |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Mean automated metric | 90.0% | 12 | 2026-07-09 | 47.2% | +2.2 pp | 2044-10-22 | not steady | linear projection from completed releases |
| 1 | ROUGE-L | 90.0% | 12 | 2026-07-09 | 57.7% | +2.1 pp | 2040-08-20 | not steady | linear projection from completed releases |
| 1 | Same-length mean automated metric | 90.0% | 12 | 2026-07-09 | 41.0% | +6.6 pp | 2032-12-03 | not steady | linear projection from completed releases |
| 2 | Mean automated metric | 90.0% | 12 | 2026-07-09 | 70.0% | +4.0 pp | 2031-08-20 | not steady | linear projection from completed releases |
| 2 | ROUGE-L | 90.0% | 12 | 2026-07-09 | 77.4% | +3.0 pp | 2030-08-08 | not steady | linear projection from completed releases |
| 2 | Same-length mean automated metric | 90.0% | 12 | 2026-07-09 | 31.7% | +5.2 pp | 2037-07-28 | not steady | linear projection from completed releases |
| 3 | Mean automated metric | 90.0% | 12 | 2026-07-09 | 72.9% | +4.9 pp | 2030-02-02 | not steady | linear projection from completed releases |
| 3 | ROUGE-L | 90.0% | 12 | 2026-07-09 | 80.4% | +3.9 pp | 2028-12-22 | not steady | linear projection from completed releases |
| 3 | Same-length mean automated metric | 90.0% | 12 | 2026-07-09 | 31.6% | +6.2 pp | 2034-12-31 | not steady | linear projection from completed releases |
| Prompt v. | Model | Release | API date | Pairs | Mean metric | Delta vs prior | ROUGE-L | ROUGE-L delta | Status | BLEU-4 | chrF++ | METEOR | BERTScore | COMET | BLEURT | Same-length mean | Same-length delta | Same-length vs Mix. | Same-length vs Comp. | Length slope | Actual run models | Source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT-4 Turbo (2024-04-09) / v1 | 2024-04-09 | 2024-04-09 | 100 | 43.0% | N/A | 53.8% | N/A | complete | 17.5% | 47.9% | 53.0% | N/A | N/A | N/A | 38.5% | N/A | -9.3 pp | -0.5 pp | 0.898 | gpt-4-turbo-2024-04-09: 100 | OpenAI GPT-4 Turbo model docs |
| 1 | GPT-4o (2024-05-13) / v1 | 2024-05-13 | 2024-05-13 | 100 | 45.6% | +2.6 pp | 57.2% | +3.3 pp | complete | 19.8% | 50.2% | 55.3% | N/A | N/A | N/A | 25.9% | -12.6 pp | -21.8 pp | -13.1 pp | 0.637 | gpt-4o-2024-05-13: 100 | OpenAI GPT-4o model docs |
| 1 | GPT-4o (2024-08-06) / v1 | 2024-08-06 | 2024-08-06 | 100 | 44.6% | -1.0 pp | 56.1% | -1.1 pp | complete | 18.4% | 49.7% | 54.3% | N/A | N/A | N/A | 36.3% | +10.4 pp | -11.5 pp | -2.7 pp | 0.965 | gpt-4o-2024-08-06: 100 | OpenAI GPT-4o model docs |
| 1 | GPT-4o (2024-11-20) / v1 | 2024-11-20 | 2024-11-20 | 100 | 43.7% | -0.9 pp | 54.6% | -1.5 pp | complete | 16.5% | 49.0% | 54.7% | N/A | N/A | N/A | 31.6% | -4.6 pp | -16.1 pp | -7.4 pp | 1.050 | gpt-4o-2024-11-20: 100 | OpenAI GPT-4o model docs |
| 1 | GPT-4.1 (2025-04-14) / v1 | 2025-04-14 | 2025-04-14 | 100 | 46.6% | +2.9 pp | 58.7% | +4.1 pp | complete | 19.6% | 51.2% | 56.9% | N/A | N/A | N/A | 44.3% | +12.6 pp | -3.5 pp | +5.3 pp | 0.999 | gpt-4.1-2025-04-14: 100 | OpenAI GPT-4.1 model docs |
| 1 | GPT-5 / v1 | 2025-08-07 | 2025-08-07 | 100 | 48.7% | +2.1 pp | 61.8% | +3.1 pp | complete | 20.7% | 51.9% | 60.4% | N/A | N/A | N/A | 45.6% | +1.3 pp | -2.2 pp | +6.6 pp | 0.981 | gpt-5-2025-08-07: 100 | OpenAI GPT-5 model docs |
| 1 | GPT-5.1 / v1 | 2025-11-13 | 2025-11-13 | 100 | 48.0% | -0.7 pp | 60.2% | -1.6 pp | complete | 20.3% | 51.9% | 59.5% | N/A | N/A | N/A | 48.1% | +2.6 pp | +0.4 pp | +9.1 pp | 1.131 | gpt-5.1-2025-11-13: 100 | OpenAI GPT-5.1 model docs |
| 1 | GPT-5.2 / v1 | 2025-12-11 | 2025-12-11 | 100 | 48.6% | +0.7 pp | 58.5% | -1.7 pp | complete | 23.4% | 53.9% | 58.7% | N/A | N/A | N/A | 39.1% | -9.1 pp | -8.7 pp | +0.1 pp | 1.011 | gpt-5.2: 3; gpt-5.2-2025-12-11: 97 | OpenAI GPT-5.2 model docs |
| 1 | GPT-5.3 Chat / v1 | 2026-03-03 | 2026-03-03 | 100 | 49.1% | +0.5 pp | 61.1% | +2.7 pp | complete | 23.0% | 52.8% | 59.5% | N/A | N/A | N/A | 48.3% | +9.3 pp | +0.6 pp | +9.3 pp | 0.987 | gpt-5.3-chat-latest: 100 | OpenAI GPT-5.3 Instant release |
| 1 | GPT-5.4 / v1 | 2026-03-05 | 2026-03-05 | 100 | 48.4% | -0.8 pp | 60.1% | -1.0 pp | complete | 23.2% | 52.7% | 57.5% | N/A | N/A | N/A | 47.6% | -0.7 pp | -0.1 pp | +8.6 pp | 0.978 | gpt-5.4: 100 | OpenAI API changelog |
| 1 | GPT-5.5 / v1 | 2026-04-23 | 2026-04-24 | 100 | 48.3% | -0.1 pp | 58.4% | -1.7 pp | complete | 25.1% | 53.7% | 56.0% | N/A | N/A | N/A | 46.8% | -0.8 pp | -0.9 pp | +7.8 pp | 1.003 | gpt-5.5: 100 | OpenAI API changelog |
| 1 | GPT-5.6 Sol / v1 | 2026-07-09 | 2026-07-09 | 100 | 47.2% | -1.1 pp | 57.7% | -0.7 pp | complete | 23.3% | 51.8% | 56.0% | N/A | N/A | N/A | 41.0% | -5.8 pp | -6.7 pp | +2.0 pp | 0.998 | gpt-5.6-sol: 100 | OpenAI API changelog |
| 2 | GPT-4 Turbo (2024-04-09) / v2 | 2024-04-09 | 2024-04-09 | 100 | 61.0% | N/A | 70.7% | N/A | complete | 40.0% | 64.5% | 68.7% | N/A | N/A | N/A | 12.5% | N/A | -35.2 pp | -26.5 pp | 0.888 | gpt-4-turbo-2024-04-09: 100 | OpenAI GPT-4 Turbo model docs |
| 2 | GPT-4o (2024-05-13) / v2 | 2024-05-13 | 2024-05-13 | 100 | 61.3% | +0.4 pp | 71.8% | +1.1 pp | complete | 39.7% | 64.3% | 69.5% | N/A | N/A | N/A | 24.0% | +11.4 pp | -23.8 pp | -15.0 pp | 0.835 | gpt-4o-2024-05-13: 100 | OpenAI GPT-4o model docs |
| 2 | GPT-4o (2024-08-06) / v2 | 2024-08-06 | 2024-08-06 | 100 | 61.6% | +0.3 pp | 72.3% | +0.5 pp | complete | 38.7% | 64.7% | 70.8% | N/A | N/A | N/A | 26.1% | +2.1 pp | -21.6 pp | -12.9 pp | 0.922 | gpt-4o-2024-08-06: 100 | OpenAI GPT-4o model docs |
| 2 | GPT-4o (2024-11-20) / v2 | 2024-11-20 | 2024-11-20 | 100 | 62.4% | +0.8 pp | 72.4% | +0.0 pp | complete | 40.2% | 65.8% | 71.4% | N/A | N/A | N/A | 26.7% | +0.6 pp | -21.0 pp | -12.3 pp | 0.900 | gpt-4o-2024-11-20: 100 | OpenAI GPT-4o model docs |
| 2 | GPT-4.1 (2025-04-14) / v2 | 2025-04-14 | 2025-04-14 | 100 | 63.2% | +0.7 pp | 73.1% | +0.7 pp | complete | 41.2% | 66.0% | 72.4% | N/A | N/A | N/A | 32.2% | +5.5 pp | -15.6 pp | -6.8 pp | 0.948 | gpt-4.1-2025-04-14: 100 | OpenAI GPT-4.1 model docs |
| 2 | GPT-5 / v2 | 2025-08-07 | 2025-08-07 | 100 | 67.1% | +3.9 pp | 76.2% | +3.2 pp | complete | 47.7% | 70.0% | 74.5% | N/A | N/A | N/A | 27.4% | -4.8 pp | -20.4 pp | -11.6 pp | 0.821 | gpt-5-2025-08-07: 100 | OpenAI GPT-5 model docs |
| 2 | GPT-5.1 / v2 | 2025-11-13 | 2025-11-13 | 100 | 65.5% | -1.6 pp | 74.6% | -1.6 pp | complete | 45.3% | 68.7% | 73.5% | N/A | N/A | N/A | 33.7% | +6.4 pp | -14.0 pp | -5.3 pp | 0.966 | gpt-5.1-2025-11-13: 100 | OpenAI GPT-5.1 model docs |
| 2 | GPT-5.2 / v2 | 2025-12-11 | 2025-12-11 | 100 | 67.5% | +2.0 pp | 76.0% | +1.4 pp | complete | 48.1% | 70.4% | 75.6% | N/A | N/A | N/A | 26.9% | -6.8 pp | -20.8 pp | -12.1 pp | 0.922 | gpt-5.2-2025-12-11: 100 | OpenAI GPT-5.2 model docs |
| 2 | GPT-5.3 Chat / v2 | 2026-03-03 | 2026-03-03 | 100 | 67.3% | -0.2 pp | 76.2% | +0.2 pp | complete | 48.1% | 69.8% | 75.2% | N/A | N/A | N/A | 29.9% | +2.9 pp | -17.9 pp | -9.1 pp | 0.889 | gpt-5.3-chat-latest: 100 | OpenAI GPT-5.3 Instant release |
| 2 | GPT-5.4 / v2 | 2026-03-05 | 2026-03-05 | 100 | 67.6% | +0.2 pp | 77.2% | +1.0 pp | complete | 46.8% | 69.7% | 76.5% | N/A | N/A | N/A | 32.1% | +2.2 pp | -15.7 pp | -6.9 pp | 0.940 | gpt-5.4: 100 | OpenAI API changelog |
| 2 | GPT-5.5 / v2 | 2026-04-23 | 2026-04-24 | 100 | 69.9% | +2.3 pp | 78.0% | +0.8 pp | complete | 51.9% | 72.4% | 77.3% | N/A | N/A | N/A | 29.8% | -2.3 pp | -17.9 pp | -9.2 pp | 0.888 | gpt-5.5: 100 | OpenAI API changelog |
| 2 | GPT-5.6 Sol / v2 | 2026-07-09 | 2026-07-09 | 100 | 70.0% | +0.1 pp | 77.4% | -0.6 pp | complete | 52.3% | 72.9% | 77.4% | N/A | N/A | N/A | 31.7% | +1.9 pp | -16.1 pp | -7.3 pp | 0.925 | gpt-5.6-sol: 100 | OpenAI API changelog |
| 3 | GPT-4 Turbo (2024-04-09) / v3 | 2024-04-09 | 2024-04-09 | 100 | 58.9% | N/A | 68.6% | N/A | complete | 35.8% | 63.0% | 68.1% | N/A | N/A | N/A | 23.3% | N/A | -24.4 pp | -15.7 pp | 0.921 | gpt-4-turbo-2024-04-09: 100 | OpenAI GPT-4 Turbo model docs |
| 3 | GPT-4o (2024-05-13) / v3 | 2024-05-13 | 2024-05-13 | 100 | 63.9% | +5.0 pp | 74.3% | +5.7 pp | complete | 41.5% | 66.9% | 72.7% | N/A | N/A | N/A | 22.4% | -1.0 pp | -25.4 pp | -16.6 pp | 0.880 | gpt-4o-2024-05-13: 100 | OpenAI GPT-4o model docs |
| 3 | GPT-4o (2024-08-06) / v3 | 2024-08-06 | 2024-08-06 | 100 | 64.4% | +0.6 pp | 74.6% | +0.3 pp | complete | 42.4% | 67.2% | 73.5% | N/A | N/A | N/A | 24.8% | +2.4 pp | -23.0 pp | -14.2 pp | 0.939 | gpt-4o-2024-08-06: 100 | OpenAI GPT-4o model docs |
| 3 | GPT-4o (2024-11-20) / v3 | 2024-11-20 | 2024-11-20 | 100 | 64.3% | -0.2 pp | 73.9% | -0.8 pp | complete | 42.5% | 67.3% | 73.4% | N/A | N/A | N/A | 26.8% | +2.0 pp | -21.0 pp | -12.2 pp | 0.982 | gpt-4o-2024-11-20: 100 | OpenAI GPT-4o model docs |
| 3 | GPT-4.1 (2025-04-14) / v3 | 2025-04-14 | 2025-04-14 | 100 | 65.8% | +1.6 pp | 75.7% | +1.9 pp | complete | 43.7% | 68.4% | 75.6% | N/A | N/A | N/A | 29.7% | +3.0 pp | -18.0 pp | -9.3 pp | 0.977 | gpt-4.1-2025-04-14: 100 | OpenAI GPT-4.1 model docs |
| 3 | GPT-5 / v3 | 2025-08-07 | 2025-08-07 | 100 | 69.7% | +3.9 pp | 79.2% | +3.5 pp | complete | 49.1% | 72.3% | 78.2% | N/A | N/A | N/A | 29.5% | -0.2 pp | -18.3 pp | -9.5 pp | 0.902 | gpt-5-2025-08-07: 100 | OpenAI GPT-5 model docs |
| 3 | GPT-5.1 / v3 | 2025-11-13 | 2025-11-13 | 100 | 67.6% | -2.1 pp | 76.7% | -2.6 pp | complete | 46.2% | 70.7% | 76.8% | N/A | N/A | N/A | 33.3% | +3.8 pp | -14.5 pp | -5.7 pp | 1.005 | gpt-5.1-2025-11-13: 100 | OpenAI GPT-5.1 model docs |
| 3 | GPT-5.2 / v3 | 2025-12-11 | 2025-12-11 | 100 | 67.7% | +0.1 pp | 77.3% | +0.6 pp | complete | 46.6% | 69.9% | 77.1% | N/A | N/A | N/A | 37.5% | +4.2 pp | -10.2 pp | -1.5 pp | 0.980 | gpt-5.2-2025-12-11: 100 | OpenAI GPT-5.2 model docs |
| 3 | GPT-5.3 Chat / v3 | 2026-03-03 | 2026-03-03 | 100 | 68.1% | +0.4 pp | 77.4% | +0.1 pp | complete | 48.3% | 70.1% | 76.7% | N/A | N/A | N/A | 35.0% | -2.6 pp | -12.8 pp | -4.0 pp | 0.932 | gpt-5.3-chat-latest: 100 | OpenAI GPT-5.3 Instant release |
| 3 | GPT-5.4 / v3 | 2026-03-05 | 2026-03-05 | 100 | 71.6% | +3.4 pp | 79.6% | +2.2 pp | complete | 52.7% | 74.1% | 79.9% | N/A | N/A | N/A | 35.2% | +0.3 pp | -12.5 pp | -3.8 pp | 0.963 | gpt-5.4: 100 | OpenAI API changelog |
| 3 | GPT-5.5 / v3 | 2026-04-23 | 2026-04-24 | 100 | 74.2% | +2.7 pp | 81.2% | +1.6 pp | complete | 57.6% | 77.2% | 80.8% | N/A | N/A | N/A | 38.7% | +3.5 pp | -9.0 pp | -0.3 pp | 0.929 | gpt-5.5: 100 | OpenAI API changelog |
| 3 | GPT-5.6 Sol / v3 | 2026-07-09 | 2026-07-09 | 100 | 72.9% | -1.3 pp | 80.4% | -0.8 pp | complete | 55.5% | 75.4% | 80.4% | N/A | N/A | N/A | 31.6% | -7.2 pp | -16.2 pp | -7.4 pp | 0.925 | gpt-5.6-sol: 100 | OpenAI API changelog |