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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
General Reasoning Averagellm chat instruction22Jun 2, 2026
Open-ended QA Response Rankingllm chat instructionnlp21Feb 18, 2026
Ordinal Preference Alignmentllm chat instruction21Apr 7, 2026
Expert Preference Pairwisellm chat instruction21Apr 7, 2026
Reward-wise QA fairness and alignmentllm chat instructionnlp21Apr 7, 2026
Reference-free Conversation Evaluationllm chat instructionnlp21Apr 7, 2026
Preference Profile Estimationllm chat instruction21Feb 18, 2026
Chit-chat conversation evaluation correlationllm chat instruction21Apr 7, 2026
Multi-hop Retrieval-Augmented Generationretrieval search ragllm chat instruction21Apr 7, 2026
LLM Inference Throughputllm chat instruction21Feb 20, 2026
Friend Recommendationretrieval search ragllm chat instruction21Apr 7, 2026
Diversity measurement correlationllm chat instruction21Feb 18, 2026
LLM steering evaluationllm chat instruction21Apr 7, 2026
Chat Fine-tuningllm chat instruction21Feb 20, 2026
Language Understanding and Question Answeringnlpllm chat instruction22Jul 2, 2026
Memorization Reductionllm chat instructionadversarial safety security21Feb 20, 2026
Synthetic Tasksllm chat instruction23May 19, 2026
Robustness against harmful content generationadversarial safety securityllm chat instruction21Feb 20, 2026
Dialogue Annotationnlpllm chat instruction21Apr 6, 2026
Math Word Problem Reasoningllm chat instruction21Feb 18, 2026
Long-generation reasoningllm chat instructionnlp21Feb 20, 2026
Long-context performance evaluationllm chat instruction24Jul 2, 2026
General Capability Retentionllm chat instructionnlp22May 19, 2026
Hallucination Annotationllm chat instructionnlp22Feb 18, 2026
Multilingual Commonsense Reasoningnlpllm chat instruction22May 19, 2026