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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
Diversityllm chat instruction102May 1, 2026
Harmful Request Complianceadversarial safety securityllm chat instruction101Feb 18, 2026
Knowledge Conflict Resolutionnlpllm chat instruction104Jun 25, 2026
Multimodal Preference Evaluationmultimodalllm chat instruction102Apr 2, 2026
Knowledge & Reasoningnlpllm chat instruction108May 13, 2026
Graduate-Level Reasoningllm chat instruction1018Jun 16, 2026
Personalized Response Generationllm chat instruction105Jun 2, 2026
MCQ Classificationllm chat instruction101Feb 18, 2026
Skill Routingagents tool usellm chat instruction103Jun 12, 2026
Multi-turn Dialogue Evaluationllm chat instruction1043Jun 23, 2026
Reward Modeling Evaluationllm chat instruction1013Jun 9, 2026
General Performancellm chat instruction1011Jun 26, 2026
Rationale Generationllm chat instructionnlp106Feb 25, 2026
Safety & Helpfulness Evaluationadversarial safety securityllm chat instruction105Jun 4, 2026
Steeringllm chat instruction104May 8, 2026
Arithmeticllm chat instructionnlp108Jun 4, 2026
Travel Planningllm chat instruction1012Jul 7, 2026
Reasoning Quality Evaluationllm chat instructionagents tool use107Jun 29, 2026
Prompt Recoveryllm chat instructionnlp104May 26, 2026
Long-form Answer Generationllm chat instruction101Apr 14, 2026
Controllable Language Generationnlpllm chat instruction102Feb 18, 2026
Bargainingllm chat instruction104Apr 21, 2026
Autonomous LLM Fine-tuningllm chat instructioncode developer ai101Apr 16, 2026
Instruction-following clusteringllm chat instructionnlp101Mar 26, 2026
Clinical Reasoningbio medicalllm chat instruction107Jun 9, 2026