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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
Safety Recoveryadversarial safety securityllm chat instruction11May 12, 2026
Metacognition Steering Evaluationllm chat instruction11May 12, 2026
Detecting early-warning signals for conversational breakdownnlpllm chat instruction11May 12, 2026
Social interaction reasoningllm chat instruction11May 12, 2026
Ethical Reasoningllm chat instructionnlp11Mar 4, 2026
Counseling Quality Evaluationllm chat instructionnlp11May 12, 2026
Creative Story Generationllm chat instruction11May 12, 2026
Subjective Trait Evaluationllm chat instruction11Mar 4, 2026
Creative Storytellingllm chat instruction11May 12, 2026
Open-ended Generation (CHAIR Metric)llm chat instruction11Mar 4, 2026
Context Compression Evaluationllm chat instructionnlp11May 12, 2026
Multi-modal Understanding and Reasoningmultimodalllm chat instruction11Mar 4, 2026
Cost-aware LLM Routingllm chat instructionagents tool use11May 12, 2026
Medical Reasoning Evaluationbio medicalllm chat instruction11Mar 4, 2026
Tool-augmented agent executionagents tool usellm chat instruction13Jun 16, 2026
Natural Language Understanding and Generationnlpllm chat instruction11Feb 18, 2026
Multi-turn Multi-image Dialogllm chat instructionmultimodal11Feb 18, 2026
Empathetic Dialogue Interactionllm chat instructionnlp11Feb 18, 2026
Causal Tool Useagents tool usellm chat instruction11May 12, 2026
Causal Tool Verificationagents tool usellm chat instruction11May 12, 2026
General Model Performance Evaluationllm chat instruction11Mar 4, 2026
Jailbreak Prompt Quality Evaluationadversarial safety securityllm chat instruction11May 12, 2026
Jailbreak Prompt Generationadversarial safety securityllm chat instruction11May 12, 2026
Empathetic Interventionllm chat instructionnlp11Feb 18, 2026
Reasoning Robustnessllm chat instructionnlp11Mar 4, 2026