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evaluation News

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AI 0%fundingAINews by swyx12h ago

Data selection/eval methodology are emerging as first-class research problems

The cluster centers on treating data selection and evaluation strategies as essential research problems, with implications for pretraining, midtraining, and instruction-tuning d...

Early Signal

data-centric AI

Verify: watch for shifts in data mix strategies and eval benchmarks across firms

Build: prioritize data pipeline innovations and evaluation standards

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64% trust·1 src
AI 72%analysisHacker News API3h ago

LLMs can answer multiple choice questions by only seeing the answers

A study shows LLMs can answer multiple-choice questions effectively by only observing the answer options, implying that evaluation setups may overstate general reasoning when op...

Early Signal

Benchmark fragility in MCQ-style tasks

Verify: Cross-benchmark replication, varied prompt structures, and human eval needed

Build: Watch for replication and benchmark redesign; gauge implications for QA systems and education tech

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