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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
Prosocial Alignmentllm chat instructionadversarial safety security51Feb 19, 2026
Comprehension Questionsllm chat instructionnlp51Apr 21, 2026
Over-refusal Compliancellm chat instructionadversarial safety security51Mar 5, 2026
Long speech understanding and reasoningspeech audiollm chat instruction51Feb 27, 2026
Reward alignmentllm chat instruction53Jul 7, 2026
Memory Question Answeringllm chat instructionnlp53Jun 18, 2026
Language Reasoningllm chat instructionnlp57Jun 19, 2026
Sycophancyllm chat instructionnlp54Jul 7, 2026
Human-Metric Correlationllm chat instruction51Feb 19, 2026
Language Modeling and Reasoningllm chat instructionnlp57Jun 12, 2026
Tool Invocation Refusalagents tool usellm chat instruction51Apr 14, 2026
Sequential Composition Generalizationllm chat instruction51Apr 14, 2026
In-context Generationllm chat instruction51Apr 23, 2026
Lifelong Model Editingllm chat instruction52May 13, 2026
Factual Correctionllm chat instructionnlp53May 8, 2026
Social Interaction Evaluationllm chat instruction52Jun 5, 2026
Chain-of-Thought Generationllm chat instructionnlp52Mar 5, 2026
Multi-turn Inference Latencyllm chat instruction51Apr 10, 2026
Diagnostic Reasoningllm chat instructionbio medical54Jun 8, 2026
Multi-agent Debatellm chat instructionagents tool use52Jun 18, 2026
Personality Steeringllm chat instruction53May 8, 2026
Task Vector Performancellm chat instruction51Apr 13, 2026
LLM Filteringllm chat instruction51Feb 24, 2026
Experience Reuseagents tool usellm chat instruction51Feb 22, 2026
Zero-shot language evaluationllm chat instructionnlp55Jun 17, 2026