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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
Contextualllm chat instruction11Jun 2, 2026
Long-context Instruction Followingllm chat instructionnlp11Mar 10, 2026
Intent Mismatch Detectionllm chat instructionadversarial safety security11May 19, 2026
Expert-Level Human Knowledge Reasoningllm chat instructionnlp11May 19, 2026
Deep Search and Research Reasoningretrieval search ragllm chat instruction11May 19, 2026
Multi-step Reasoning and Factualityllm chat instructionnlp11May 19, 2026
Online Troubleshootingllm chat instruction11May 19, 2026
Correlation analysis with human preferencesllm chat instructionnlp11Feb 18, 2026
Multi-task long-context understandingllm chat instructionnlp11Feb 19, 2026
Long-horizon memory reasoning and retrievalllm chat instructionretrieval search rag11May 19, 2026
Atomic Memory Recallllm chat instruction11Mar 10, 2026
Reasoning-chain quality evaluationllm chat instructionnlp11May 19, 2026
Recovery Evaluationllm chat instructionnlp11May 19, 2026
Complex Factual Reasoningllm chat instructionnlp11May 19, 2026
Instruction Dataset Quality Evaluationllm chat instructionnlp11Feb 18, 2026
Blind pairwise comparisonllm chat instruction11Mar 10, 2026
Logic-heavy Reasoningllm chat instructionnlp11May 19, 2026
LLM Instruction Tuningllm chat instruction12May 12, 2026
Role-Playing Abilityllm chat instruction11May 19, 2026
Multi-Turn Consistencyllm chat instructionnlp11May 19, 2026
Theory of Mind Inferencellm chat instructionnlp11May 19, 2026
Prompt Robustness Evaluationadversarial safety securityllm chat instruction11May 19, 2026
Role-Play Faithfulnessllm chat instructionnlp11Feb 18, 2026
Memory-Augmented GUI Interactionagents tool usellm chat instruction11May 19, 2026
Conversational Tool-useagents tool usellm chat instruction12May 28, 2026