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Tasks

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

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Tasks

TaskDomainBenchmarksPapersLast update
Personalized response selectionllm chat instruction51Feb 18, 2026
Tool Invocation Refusalagents tool usellm chat instruction51Apr 14, 2026
Social Interaction Evaluationllm chat instruction52Jun 5, 2026
Sequential Composition Generalizationllm chat instruction51Apr 14, 2026
Lifelong Model Editingllm chat instruction52May 13, 2026
Free Q&Allm chat instructionnlp51Feb 18, 2026
Disruptionllm chat instruction41Apr 10, 2026
Aggregate Benchmark Evaluationllm chat instruction42May 14, 2026
Therapeutic Game Evaluationbio medicalllm chat instruction41Apr 14, 2026
Proactive next utterance predictionllm chat instructionnlp41Feb 19, 2026
Multi-turn Dialogue Response Generationllm chat instruction42Feb 19, 2026
CoT Naturalnessllm chat instructionnlp41Apr 10, 2026
Multi-party Dialogue Generationllm chat instruction41Apr 10, 2026
CoT Soundness Evaluationllm chat instruction41Apr 10, 2026
Accuracyllm chat instructionnlp45Jun 16, 2026
Information Analysis and Processingretrieval search ragnlp+141Apr 8, 2026
Long-Horizon Stabilitybio medicalllm chat instruction42May 14, 2026
Pairwise Evaluationllm chat instruction42Jun 1, 2026
Knowledge Distillation Robustnessllm chat instruction41Apr 8, 2026
Reasoning over Large Structured Contextllm chat instruction41Apr 8, 2026
Chain-of-reasoningllm chat instruction41Feb 19, 2026
Compositional Steeringllm chat instruction41Feb 19, 2026
Memory Extractionllm chat instruction45Jun 25, 2026
Skill Compositionagents tool usellm chat instruction42Jun 17, 2026
Multi-turn information acquisitionretrieval search ragllm chat instruction41Apr 7, 2026