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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
Long-context Classificationllm chat instructionnlp11May 20, 2026
Agentic Long-context Reasoningagents tool usellm chat instruction11May 20, 2026
Logical Puzzle Solvingllm chat instructionnlp11May 20, 2026
Long-form Writing Evaluationllm chat instruction11Jun 4, 2026
Macro-average Reasoningnlpllm chat instruction11Feb 19, 2026
Memory Quality Evaluationllm chat instruction11Jun 4, 2026
Multi-source Answer Generationretrieval search ragllm chat instruction11Mar 20, 2026
Routing Interpretabilityllm chat instruction11Jun 4, 2026
Large Language Model Alignmentllm chat instruction11Mar 20, 2026
Preservation of General Capabilitiesllm chat instructionnlp11May 20, 2026
Multi-turn Strategic Gameplayllm chat instructionagents tool use11Mar 11, 2026
General Knowledge Preservationllm chat instructionnlp11May 20, 2026
Counseling Interaction Quality Evaluationnlpllm chat instruction11Jun 4, 2026
Math Word Problem Solution Generationnlpllm chat instruction12Feb 18, 2026
Persona-based Role-Playing Faithfulness Evaluationllm chat instructionnlp11Feb 18, 2026
Conversational Intelligencellm chat instructionnlp11Mar 11, 2026
Multimodal Instruction Following Evaluationmultimodalllm chat instruction11May 20, 2026
Duplex Dialogue Turn-Takingllm chat instructionnlp13Jun 9, 2026
Long-term Conversation Question Answeringllm chat instructionnlp11May 21, 2026
Selective Refusal Editingadversarial safety securityllm chat instruction11May 21, 2026
Expert-Iteration RLVRllm chat instructionnlp11May 21, 2026
Over-safety measurementadversarial safety securityllm chat instruction11Mar 11, 2026
Model Repair and Retentionllm chat instructionnlp11May 21, 2026
Long-term Memoryllm chat instruction12Jun 4, 2026
Stateful Interactionllm chat instructionagents tool use11May 21, 2026