HLE-Diamond

Headlines · 3

1. 3d
   Artificial Analysis v5.0 evaluates real-world AI tasks

   A Juejin commentary describes Artificial Analysis Intelligence Index v5.0 as a framework for evaluating end-to-end workplace tasks rather than isolated question-answering. It says the index contains nine evaluations grouped into four equally weighted categories—knowledge work, coding, science and general capabilities—while the individual evaluations have different weights. The article highlights constrained workflows, deliverable quality, tool use, safety guardrails and first-attempt success, and notes limitations including an English focus, private test sets, high difficulty and limited multimodal coverage. These details reflect the commentary's interpretation and are not independently corroborated in the supplied material.

   掘金 · 人工智能 · 🔥 0
2. 7d
   Artificial Analysis Updates Six Capability Indexes to v2.0

   Artificial Analysis said it updated its six Capability Indexes to v2.0, aligning them with evaluations from the Artificial Analysis Intelligence Index v5.0 and placing greater emphasis on Non-Hallucination and Agentic Tool Use. The indexes map O*NET occupational tasks to representative benchmarks, weighting each benchmark by how often the capability appears in the occupation. They cover Finance & Accounting, Strategy & Ops, Legal, Healthcare & Medical, Engineering, and Economics. The reported changes include upgraded HLE and AA-Omniscience versions, removal of GDPval-AA from Agentic Knowledge Work, a new Science capability for Engineering using CritPt v2 and Terminal-Bench-Science 0.1, and FrontierCode 2.0 for Agentic Coding. The report said Claude Opus 5.5 (max) leads all six indexes. These details and rankings come from a single supplied report.

   ArtificialAnlys (X) · 🔥 0
3. Nov 3
   Prime Intellect audits public LLM evaluations and releases fixes

   Prime Intellect reported first-hand problems with several public LLM evaluations, including brittle grading logic, ambiguous tasks, web-answer leakage, and reward hacking observed in frontier-model runs. The team applied fixes and open-sourced them, saying some corrected benchmarks are approaching saturation. One revised OfficeQA Pro v2 run scored Opus 5.5 at 85.6% with Prime Agent and DeepSeek V4.1-Flash 1017 at 78.8%.

   Prime Intellect Blog · 🔥 0

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