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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
Response Length Predictionllm chat instruction32Feb 19, 2026
Reasoning accuracyllm chat instructionnlp32Apr 8, 2026
LLM Generation Efficiencyllm chat instruction31Feb 22, 2026
Instruction-based Video Editingvideo generation editingllm chat instruction33Jun 30, 2026
Bayesian Assessment of Sycophancyllm chat instruction31Apr 21, 2026
Mathematical Reasoning Verificationnlpllm chat instruction33May 1, 2026
Sycophancy Assessmentllm chat instruction31Apr 21, 2026
Context-aware Instruction Followingllm chat instructionnlp31Feb 18, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Competitive Mathematical Reasoningnlpllm chat instruction32Jun 9, 2026
Output Equivalencellm chat instruction31Feb 22, 2026
Medical Instruction Followingllm chat instructionbio medical31Feb 22, 2026
Pairwise LLM Judgingllm chat instruction32Jun 1, 2026
Preference Labelingllm chat instruction31Apr 21, 2026
Qualitative User Preference Evaluationllm chat instruction31Feb 18, 2026
Psychological Counseling Dialogue Evaluationllm chat instructionnlp33May 27, 2026
Attributed Text Generationnlpllm chat instruction31Feb 18, 2026
Story Generation Evaluationllm chat instructionnlp32Apr 3, 2026
Fine-grained Knowledge Recallllm chat instructionretrieval search rag31Apr 15, 2026
Meeting Planningagents tool usellm chat instruction33Jun 4, 2026
Multi-turn dialogue routingllm chat instruction31Apr 15, 2026
Goal-relevance Evaluationllm chat instruction31Apr 15, 2026
Multistep Soft Reasoningllm chat instruction35Jun 30, 2026