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Explore the problems researchers are working on and the benchmarks used to measure progress.

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Tasks

TaskDomainBenchmarksPapersLast update
Reasoning Token Inductionllm chat instructionnlp11Feb 19, 2026
General Capability Harmlessnessadversarial safety securityllm chat instruction11Feb 19, 2026
Safety Decision Makingadversarial safety securityllm chat instruction11Apr 8, 2026
Multimodal Chain-of-Thought Reasoningmultimodalllm chat instruction12Jun 9, 2026
Functionally equivalent reasoningllm chat instructionagents tool use11Apr 8, 2026
Over-refusal rate analysisllm chat instructionadversarial safety security12Apr 21, 2026
Multi-step dependency reasoningllm chat instructionagents tool use11Apr 8, 2026
Low-level Instruction Generationcode developer aillm chat instruction11Apr 8, 2026
Open-ended stress reasoningllm chat instruction11Apr 8, 2026
Multi-turn Question Answeringretrieval search ragllm chat instruction11Apr 8, 2026
Rule Alignment Evaluationllm chat instructionadversarial safety security11Feb 18, 2026
Temporal Reasoning (date)nlpllm chat instruction11Apr 8, 2026
Targeted Answerllm chat instruction11Feb 19, 2026
Temporal Reasoning (date_season)nlpllm chat instruction11Apr 8, 2026
Temporal Reasoning (duration)nlpllm chat instruction11Apr 8, 2026
Multi-modal Chain-of-Thought Reasoningmultimodalllm chat instruction11Apr 8, 2026
Multi-turn Jailbreaking Attackadversarial safety securityllm chat instruction11Feb 19, 2026
General Multimodal Perception and Reasoningmultimodalllm chat instruction11Apr 8, 2026
Token Efficiency Evaluationllm chat instruction11Apr 8, 2026
LLM data comprehensionllm chat instruction11Apr 8, 2026
Educational Dialogue Generationllm chat instructionnlp11Feb 18, 2026
Quantitative evaluation of LLM feedback against human gold standardsllm chat instructionnlp11Feb 19, 2026
Emotion Reasoning (ER)nlpllm chat instruction11Apr 8, 2026
Over-Refusal Attack Resistance Evaluationadversarial safety securityllm chat instruction11Feb 19, 2026
Emotion-Guided Content Generation (EGCG)nlpllm chat instruction11Apr 8, 2026