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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
Long-form RAG Evaluationretrieval search ragllm chat instruction11Apr 21, 2026
Prompt-based Value Alignmentllm chat instructionadversarial safety security11Feb 18, 2026
Multi-step interactionagents tool usellm chat instruction11Feb 21, 2026
Long-form Factual Generationllm chat instruction11Apr 21, 2026
Conversation Starter Generationllm chat instruction11Apr 21, 2026
Real-world Reasoningllm chat instruction11Feb 21, 2026
Conversational Starter Generationllm chat instruction11Apr 21, 2026
Creativity Context Generationllm chat instruction11Apr 21, 2026
Large Language Model Throughputllm chat instruction11Feb 18, 2026
Chat Memory Reasoningllm chat instructionnlp11Feb 18, 2026
Creativityllm chat instruction11Feb 21, 2026
Context Generationretrieval search ragllm chat instruction11Apr 21, 2026
Long-context conversation memory reasoningllm chat instruction11Apr 21, 2026
Closed-set Reasoningllm chat instruction11Apr 21, 2026
Long-form Ambiguous Question Answeringllm chat instructionnlp11Apr 21, 2026
mathematical deductionllm chat instructionnlp11Feb 18, 2026
General Reasoning & QAllm chat instructionnlp11Feb 21, 2026
Single-image Reasoningcomputer visionllm chat instruction11Apr 21, 2026
Dialogue flow predictionnlpllm chat instruction11Apr 21, 2026
Tool-use and Complex Reasoningagents tool usellm chat instruction11Apr 23, 2026
Human Evaluation of Personality Expressionllm chat instruction11Feb 18, 2026
Long-term chattingllm chat instruction11Feb 18, 2026
Downstream Utility Evaluationllm chat instruction11Feb 18, 2026
Judge Alignmentllm chat instructionnlp11Feb 21, 2026
Cultural Perspective Positioning Evaluationllm chat instruction11Apr 23, 2026