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Tasks

Explore the problems researchers are working on and the benchmarks used to measure progress.

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Tasks

TaskDomainBenchmarksPapersLast update
second_word_letterllm chat instruction11Feb 18, 2026
Memory Retention Analysisllm chat instruction11Feb 18, 2026
Context Adherencellm chat instruction11Feb 24, 2026
End-to-End Inference Performancellm chat instruction11May 8, 2026
Refusal behavior analysisadversarial safety securityllm chat instruction11May 8, 2026
Multimodal Reasoning Efficiencymultimodalllm chat instruction11Feb 24, 2026
Formatting Compliancellm chat instruction11May 8, 2026
Language Model General Utilityllm chat instruction11May 8, 2026
Nuanced Semantic Request Fulfillmentllm chat instructionnlp11Feb 24, 2026
Agentic Workflow Performance (Iterative Refinement Loops)agents tool usellm chat instruction11May 8, 2026
Agentic Workflow Performance (Static)agents tool usellm chat instruction11May 8, 2026
Distractor Effectivenessllm chat instruction11Feb 18, 2026
Sycophancy Bias Detectionllm chat instructionadversarial safety security11Feb 18, 2026
Large Language Model Inference Performancellm chat instruction12Jun 11, 2026
14-task averagellm chat instruction11Feb 18, 2026
Social Intelligence Evaluationllm chat instructionnlp11Feb 18, 2026
Long-Horizon Tool Executionagents tool usellm chat instruction11Feb 24, 2026
Implicit-conflict resolutionllm chat instruction11May 8, 2026
Fixed Responsellm chat instruction11May 8, 2026
Root Cause Reasoningllm chat instructionnlp11Feb 18, 2026
Dialogue-level Guidance Quality Evaluationllm chat instructionnlp11Feb 24, 2026
Sequential Task Solvingllm chat instructionagents tool use11May 8, 2026
Plan-Grounded Answer Generationllm chat instructionnlp11Feb 24, 2026
Secret loyalty evaluationllm chat instruction11May 11, 2026
Personalization Utilityllm chat instruction11Feb 18, 2026