RankingMultiChallenge · source release snapshot; version not specified
MultiChallenge · source release snapshot; version not specified
- Bucket
- Supporting evidence
- Unit
- percent
- Direction
- Higher is better
- Version
- source release snapshot; version not specified
- Display harness
- MAI-Thinking-1 technical report
- Board
- https://microsoft.ai/pdf/mai-thinking-1.pdf
The available records have no admitted matched comparison in the capability core. Raw results remain available below.
Compare published benchmark results with category weights →
Models
| Model | Score | Harness | Evidence | Source-recorded date |
|---|---|---|---|---|
| Claude Sonnet 4.6Anthropic | 57%Reported settings & sourceMicrosoft own evaluation suite; Sonnet max reasoning; Tables 12/19. LongBenchV2 capped 256k,408 questions; CorpusQA GPT-5.4 high judge; 4 runs. First-party reported result; comparator results retain the source evaluation setup. MAI-Thinking-1 technical report · Tables 12 and 19 · reviewed 2026-09-06 | MAI-Thinking-1 technical report | lab self-report | 2026-09-06 |
| MAI-Thinking-1Microsoft | 53%Reported settings & sourceMicrosoft own evaluation suite; Sonnet max reasoning; Tables 12/19. LongBenchV2 capped 256k,408 questions; CorpusQA GPT-5.4 high judge; 4 runs. First-party reported result; comparator results retain the source evaluation setup. MAI-Thinking-1 technical report · Tables 12 and 19 · reviewed 2026-09-06 | MAI-Thinking-1 technical report | lab self-report | 2026-09-06 |
| Amazon Nova 2 LiteAmazon | 76.6%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Amazon Nova 2 Pro PreviewAmazon | 77.7%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Amazon Nova LiteAmazon | 18.7%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Amazon Nova PremierAmazon | 22%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Amazon Nova ProAmazon | 26.7%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Claude Haiku 4.5Anthropic | 57.1%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Claude Sonnet 4.5Anthropic | 63.1%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Gemini 2.5 FlashGoogle | 62.6%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| Gemini 2.5 ProGoogle | 62.3%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| GPT-5OpenAI | 69.6%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| GPT-5 MiniOpenAI | 67.8%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |
| GPT-5.1OpenAI | 72.2%Reported settings & sourceNova2 launch evaluation; benchmark-specific settings in report. tau2 Verified avg@3; telecom cited AA because user model sensitivity; comparators mix own runs and cited provider scores. First-party reported result; comparator results retain the source evaluation setup. Amazon Nova 2 technical report · Table1 · reviewed 2026-09-06 | Amazon Nova 2 technical report | lab self-report | 2026-09-06 |