Cognitive Episodes in LLM Reasoning Traces Enable Interpretable Human Item Difficulty Prediction
Paper • 2606.28186 • Published • 7
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Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning
PlantMarkerBench: A Multi-Species Benchmark for Evidence-Grounded Plant Marker Reasoning
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JE-IRT: A Geometric Lens on LLM Abilities through Joint Embedding Item Response Theory
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Rhetorical Questions in LLM Representations: A Linear Probing Study
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Cross-Lingual Steering for Figurative Language Generation
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Towards Robust Evaluation of Visual Activity Recognition: Resolving Verb Ambiguity with Sense Clustering
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DISPROTBENCH: A Disorder-Aware, Task-Rich Benchmark for Evaluating Protein Structure Prediction in Realistic Biological Contexts
Paper • 2507.02883 • Published
Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions
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HalluGuard: Demystifying Data-Driven and Reasoning-Driven Hallucinations in LLMs
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