Paper page - Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
… Yet their reliability on complex, low-frequency interactions is still poor, limiting user trust. …
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Paper page - Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
… However, existing benchmarks often fail to faithfully reflect human judgment, especially for strong frontier models, due to limited task difficulty and coarse-grained evaluation protocols. …
H100 vs GB200 NVL72 Training Benchmarks - Power, TCO, and Reliability Analysis, Software Improvement Over Time
H100 vs GB200 NVL72 Training Benchmarks - Power, TCO, and Reliability Analysis, Software Improvement Over Time Joules per Token, TCO Per Million Tokens, MFU, Tokens Per US Annual Household Energy Usage, DeepSeek 670B, GB200 Unreliability, Backplane Downtime Frontier model training has pushed GPUs a… …
Intel Core Ultra 9 290HX Plus Benchmark Leak Shows Slightly Higher Single And MT Performance Vs Ultra 9 285HX
… According to the leaked benchmarks, the 290HX Plus is delivering 3,153 points in single-core and 21,720 points in multi-core tests. …
Discussions and forums
I built a coding agent that gets 87% on benchmarks with a 4B parameter model, here's how
I was frustrated that every coding agent (OpenCode, Cursor, Claude Code) assumes you're running GPT-5.4 or Claude Opus. If you try them with a local model like Gemma or Qwen they fall apart. I find that often tool calls …
Show HN: Forge – Guardrails take an 8B model from 53% to 99% on agentic tasks
Hi HN, I'm Antoine Zambelli, AI Director at Texas Instruments.I built Forge, an open-source reliability layer for self-hosted LLM tool-calling.What it does:- Adds domain-and-tool-agnostic guardrails (retry nudges, step e…
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Paper page - An Empirical Study of Automating Agent Evaluation
…AI-generated summary Agent evaluation requires assessing complex multi-step behaviors involving tool use and intermediate reasoning, making it costly and expertise-intensive. A natural question arises: can frontier coding assistants reliably…
Evaluating Claude’s bioinformatics research capabilities with BioMysteryBench
… To answer this, the research community has built several benchmarks. …
Intel Core Ultra X7 358H Comes Out Noticeably Slower Than Ultra 7 265H On PassMark
Once again, the Core Ultra X7 358H was benchmarked, but this time we have a much more reliable benchmark platform than Geekbench. Core Ultra X7 358H is 15% Slower Than Core Ultra…
Eval awareness in Claude Opus 4.6’s BrowseComp performance
… This finding raises questions about whether static benchmarks remain reliable when run in web-enabled environments. …
Mastering Agentic Techniques: AI Agent Evaluation | NVIDIA Technical Blog
… While model and agent evaluation are inextricably linked, their technical benchmarks and metrics for success are fundamentally different. …
Paper page - RealICU: Do LLM Agents Understand Long-Context ICU Data? A Benchmark Beyond Behavior Imitation
… Existing ICU benchmarks typically treat historical clinician actions as ground truth. …