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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
Execution Governance Evaluationagents tool usellm chat instruction11Apr 28, 2026
Intake-task dialogue assessmentllm chat instructionnlp11Feb 18, 2026
Speculative Decoding Accelerationllm chat instruction11Feb 27, 2026
Social Experience Evaluationllm chat instruction11Apr 28, 2026
Attribute-level Instruction Followingllm chat instructionnlp11Feb 22, 2026
Interruption Robustnessadversarial safety securityllm chat instruction11Apr 28, 2026
Agentic Workflow Reconstructionagents tool usellm chat instruction11Feb 18, 2026
Deceptive Alignment / Surveillance Robustnessadversarial safety securityllm chat instruction11Apr 28, 2026
Output conformance to revised specificationllm chat instruction11Apr 28, 2026
Meta-cognitive Assessmentllm chat instructionnlp11Feb 22, 2026
Agentic Rollback and Planningagents tool usellm chat instruction11Apr 28, 2026
Untargeted Question Answeringretrieval search ragllm chat instruction11Apr 28, 2026
Fact-checking Explanation Generationnlpllm chat instruction11Apr 28, 2026
Consensus Rankingllm chat instructionnlp11Feb 18, 2026
Clinical diagnosis and treatment reasoningbio medicalllm chat instruction11Apr 28, 2026
Mathematics Competitionllm chat instruction12Jun 26, 2026
Multi-objective RLHF alignmentllm chat instructionadversarial safety security11Feb 22, 2026
Embodied Decision-Grounded QArobotics embodied aillm chat instruction11Apr 28, 2026
Dialogue Systemllm chat instructionnlp11Feb 18, 2026
Medical Coaching Feedback Generationbio medicalllm chat instruction11Feb 18, 2026
Democratic Preference Alignmentllm chat instructionadversarial safety security11Feb 18, 2026
Humorllm chat instruction11Feb 22, 2026
Preference-based Alignmentllm chat instruction11Apr 28, 2026
LLM-relation detectionllm chat instructionnlp11Feb 22, 2026
Test-time Alignmentllm chat instruction11Apr 28, 2026