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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 Evaluationllm chat instructionnlp22Apr 7, 2026
Policy Alignmentllm chat instructionadversarial safety security21Feb 21, 2026
Thought Generationllm chat instruction21Feb 18, 2026
Mathematical and Knowledge Reasoningllm chat instruction21Feb 18, 2026
Math & Knowledgellm chat instruction23Feb 19, 2026
Multi-hop Retrieval-Augmented Generationretrieval search ragllm chat instruction21Apr 7, 2026
Friend Recommendationretrieval search ragllm chat instruction21Apr 7, 2026
Model Evaluationllm chat instruction22Feb 22, 2026
Chit-chat conversation evaluation correlationllm chat instruction21Apr 7, 2026
Language Understanding and Question Answeringnlpllm chat instruction22Jul 2, 2026
LLM steering evaluationllm chat instruction21Apr 7, 2026
Dialogue Annotationnlpllm chat instruction21Apr 6, 2026
Response Evaluationllm chat instruction22Apr 23, 2026
Multi-Agent Collaborationagents tool usellm chat instruction22Jun 12, 2026
Accuracy Evaluationllm chat instruction21Feb 21, 2026
Verifiable Instruction Followingllm chat instructionnlp22May 29, 2026
Open-domain Dialogue Evaluationllm chat instruction21Feb 18, 2026
Long-context language evaluationllm chat instructionnlp23May 25, 2026
Consistency Analysisllm chat instruction22Feb 18, 2026
Prompt Selectionllm chat instruction22Mar 23, 2026
Adversarial Toxicity Refusaladversarial safety securityllm chat instruction21Apr 3, 2026
Correctness Assessmentllm chat instruction21Apr 2, 2026
Instruction-Guided Gradingllm chat instruction21Apr 2, 2026
Agent Planning and API Callingagents tool usellm chat instruction21Apr 2, 2026
Static Multi-Session QAretrieval search ragllm chat instruction21Apr 2, 2026