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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
Memory admissionllm chat instruction11Mar 6, 2026
Oral Argument Simulationllm chat instructionnlp11Mar 6, 2026
General Competencellm chat instruction11May 15, 2026
Multi-step reasoning grounded in visual informationmultimodalllm chat instruction11May 15, 2026
Legal Inquisitive Dialoguellm chat instructionnlp11May 15, 2026
Interactive Scientific Reasoningllm chat instructionagents tool use11May 15, 2026
Direct Verifier Evaluationllm chat instruction11May 15, 2026
Knowledge-Grounded Dialogue Generation (Fluency)llm chat instructionnlp11Feb 18, 2026
LaMP-1 Personalizationllm chat instruction12Jun 2, 2026
Long-context Summaryllm chat instructionnlp11Mar 6, 2026
Finetuning with implicit harmful dataadversarial safety securityllm chat instruction11May 15, 2026
Routing for Question Answeringretrieval search ragllm chat instruction11May 15, 2026
GUI Action Critiquingcode developer aillm chat instruction11May 15, 2026
Multi-turn response additionllm chat instruction11Mar 6, 2026
Latent Concept Detectionllm chat instruction11May 15, 2026
Multi-turn response refinementllm chat instructionnlp11Mar 6, 2026
Commonsense Multi-hop QAnlpllm chat instruction11May 15, 2026
LaMP-3 Personalizationllm chat instruction12Jun 2, 2026
Value Alignment Text Rewritingllm chat instructionnlp11Mar 6, 2026
Personalized Generative Recallretrieval search ragllm chat instruction11May 15, 2026
Aggregate LLM Evaluationllm chat instruction11May 15, 2026
Multi-domain Language Understanding and Reasoningllm chat instructionnlp11May 15, 2026
Stateful Agent-User Interactionagents tool usellm chat instruction11Mar 6, 2026
Web of Liesretrieval search ragllm chat instruction11May 15, 2026
LaMP-4 Personalizationllm chat instruction11Feb 18, 2026