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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
Multi-step reasoning and knowledge retrievalllm chat instructionretrieval search rag+121Apr 14, 2026
Length Extrapolationllm chat instruction22May 29, 2026
Proactive information probingretrieval search ragllm chat instruction21Apr 14, 2026
Rationale alignmentllm chat instructionnlp22Jun 5, 2026
Generative tasksllm chat instruction22Apr 24, 2026
Open-ended arithmetic reasoningllm chat instruction21Apr 14, 2026
Arabic Cultural Value Alignmentllm chat instructionnlp21Feb 18, 2026
Price Negotiationllm chat instructionagents tool use21Apr 14, 2026
Social Intelligence Reasoningllm chat instructionnlp22Jun 11, 2026
Corrective Instruction Generationllm chat instructionnlp21Feb 18, 2026
Skill Invocation Safety Auditingadversarial safety securityllm chat instruction21Apr 14, 2026
Multi-turn Jailbreak Evaluationadversarial safety securityllm chat instruction21Apr 14, 2026
Grade-school reasoningllm chat instructionnlp22Jun 30, 2026
Real-trace replay validationcode developer aillm chat instruction21Apr 14, 2026
Math Word Problem Preferencellm chat instruction21Apr 14, 2026
Broad Knowledge Question Answeringllm chat instructionnlp21Apr 14, 2026
Logical Reasoning and Reading Comprehensionnlpllm chat instruction21Apr 14, 2026
Response Harmfulness Classificationadversarial safety securityllm chat instruction24May 29, 2026
Loop Suppressionllm chat instruction21Apr 14, 2026
Aggregate Reasoning Evaluationllm chat instruction22May 26, 2026
User Preferencellm chat instruction22Jul 2, 2026
Context Tracebackllm chat instructionnlp21Apr 14, 2026
Rule Followingllm chat instruction21Apr 13, 2026
Language-conditioned simulationrobotics embodied aillm chat instruction21Apr 14, 2026
Long-context Multi-modal Understandingmultimodalllm chat instruction22May 14, 2026