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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
Knowledge Synthesisnlpllm chat instruction11Apr 13, 2026
Procedural Logic Reasoningllm chat instruction11Apr 13, 2026
Subjective Alignmentllm chat instruction11Feb 18, 2026
General-Purpose Utilityllm chat instruction11Apr 13, 2026
Instruction-based Navigationrobotics embodied aillm chat instruction11Feb 19, 2026
Long-horizon Mathematical Reasoningllm chat instruction12May 29, 2026
Predictive evidence reasoningllm chat instruction11Apr 13, 2026
Editing Alignment Assessmentllm chat instruction11Feb 20, 2026
Multimodal Reasoning Averagemultimodalllm chat instruction11Apr 13, 2026
Unintended Attack Detectionadversarial safety securityllm chat instruction11Apr 13, 2026
Counterfactual Question Answeringnlpllm chat instruction11Feb 20, 2026
Overall Preferencellm chat instruction11Apr 13, 2026
Long-horizon reasoning for robotic manipulationrobotics embodied aillm chat instruction12Apr 24, 2026
Challenging Reasoning Tasksllm chat instruction11Apr 13, 2026
General Knowledge Examllm chat instruction11Feb 20, 2026
Ethical and Affective Alignmentllm chat instructionadversarial safety security11Apr 13, 2026
Vision-dependent Multimodal Reasoningmultimodalcomputer vision+112Jun 8, 2026
Personalized Understandingllm chat instructionnlp11Feb 20, 2026
Social Deduction Game Agent Evaluationagents tool usellm chat instruction11Apr 13, 2026
Classification with expert deferralcomputer visionllm chat instruction11Apr 13, 2026
Factual Correctnessllm chat instructionnlp11Feb 18, 2026
Personalized Attribute-Reasoning Generationllm chat instructionnlp11Feb 20, 2026
Event Logical Reasoningllm chat instructionnlp11Apr 13, 2026
Instruction Hierarchy Reasoningcode developer aillm chat instruction11Apr 13, 2026
Computational Reasoningllm chat instruction11Apr 13, 2026