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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
Open-ended Reasoningllm chat instructionnlp33May 22, 2026
Preference Labelingllm chat instruction31Apr 21, 2026
Binary Additionllm chat instruction33Jun 30, 2026
Instruction following and reasoningllm chat instructionnlp+133Feb 27, 2026
Output Equivalencellm chat instruction31Feb 22, 2026
Reasoning accuracyllm chat instructionnlp32Apr 8, 2026
Knowledge-grounded Dialog Generationllm chat instructionnlp32Feb 18, 2026
Math and Knowledge Reasoningllm chat instruction31May 14, 2026
Conversation Summarizationnlpllm chat instruction31Apr 21, 2026
Sycophancy Assessmentllm chat instruction31Apr 21, 2026
Response Length Predictionllm chat instruction32Feb 19, 2026
Instruction-based Video Editingvideo generation editingllm chat instruction33Jun 30, 2026
Bayesian Assessment of Sycophancyllm chat instruction31Apr 21, 2026
LLM Generation Efficiencyllm chat instruction31Feb 22, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Policy Question Answeringnlpllm chat instruction31Apr 15, 2026
Competitive Mathematical Reasoningnlpllm chat instruction32Jun 9, 2026
Goal-relevance Evaluationllm chat instruction31Apr 15, 2026
Medical Instruction Followingllm chat instructionbio medical31Feb 22, 2026
Mathematical Reasoning Verificationnlpllm chat instruction33May 1, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Pairwise LLM Judgingllm chat instruction32Jun 1, 2026
Context-aware Instruction Followingllm chat instructionnlp31Feb 18, 2026
Instruction Following and Safety Evaluationllm chat instructionadversarial safety security33May 8, 2026
Multi-turn dialogue routingllm chat instruction31Apr 15, 2026