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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
Agentic medical interactionagents tool usebio medical+121Apr 8, 2026
General Reasoning Averagellm chat instruction22Jun 2, 2026
Proof writingcode developer aillm chat instruction22Jun 26, 2026
Multi-Session Dialogue Generationllm chat instructionnlp22Jun 11, 2026
Generalization to Unseen Preferencesllm chat instruction21Apr 7, 2026
Reward Model Controllabilityllm chat instruction21Apr 7, 2026
Best-of-N Selectionllm chat instructionmultimodal21Feb 20, 2026
Math Question Answeringnlpllm chat instruction22Mar 10, 2026
Cross-Lingual Knowledge Alignmentnlpllm chat instruction21Feb 18, 2026
Preference Discriminationllm chat instruction21Feb 20, 2026
Expert Preference Pairwisellm chat instruction21Apr 7, 2026
Risk evaluation in caregiving responsesllm chat instructionnlp21Feb 20, 2026
Chit-chat conversation evaluation correlationllm chat instruction21Apr 7, 2026
Ordinal Preference Alignmentllm chat instruction21Apr 7, 2026
Reference-free Conversation Evaluationllm chat instructionnlp21Apr 7, 2026
Human Pairwise Comparisonllm chat instruction21Feb 20, 2026
Reward-wise QA fairness and alignmentllm chat instructionnlp21Apr 7, 2026
Multi-hop Retrieval-Augmented Generationretrieval search ragllm chat instruction21Apr 7, 2026
Friend Recommendationretrieval search ragllm chat instruction21Apr 7, 2026
Price Negotiationllm chat instructionagents tool use21Apr 14, 2026
Scientific Verificationllm chat instruction21Apr 8, 2026
LLM steering evaluationllm chat instruction21Apr 7, 2026
Language Understanding and Question Answeringnlpllm chat instruction22Jul 2, 2026
Evaluating Context Influence and Input Regurgitationnlpllm chat instruction21Feb 27, 2026
Dialogue Annotationnlpllm chat instruction21Apr 6, 2026