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Tasks

TaskDomainBenchmarksPapersLast update
Steering Validationagents tool usellm chat instruction21Apr 10, 2026
Memory Updatingllm chat instruction23Jun 25, 2026
LLM Serving Efficiencyllm chat instruction21Apr 10, 2026
Enterprise interface interactionagents tool usellm chat instruction21Apr 10, 2026
Critiquellm chat instruction22May 15, 2026
Enterprise interface task completionagents tool usellm chat instruction21Apr 10, 2026
Rule-of-Thumb Generationllm chat instructionnlp21Feb 18, 2026
Hallucination self-detectionllm chat instructionnlp23May 1, 2026
Binary Question Answeringnlpllm chat instruction22Jul 7, 2026
Relational Hallucination Evaluationnlpllm chat instruction21Apr 10, 2026
Knowledge-to-action question answeringretrieval search ragllm chat instruction+121Apr 10, 2026
Sales interaction performancellm chat instruction21Apr 10, 2026
Robot Failure Analysis (MCQ)robotics embodied aillm chat instruction21Apr 10, 2026
Conversational Behavior Reasoningllm chat instructionnlp21Feb 19, 2026
Reasoning Fidelityllm chat instruction21Apr 14, 2026
Free-language reasoningllm chat instructionrobotics embodied ai21Apr 10, 2026
Graduate-level Q&Allm chat instruction22Apr 30, 2026
Language Compositionalitynlpllm chat instruction22Feb 18, 2026
Faithfulness Hallucination Detectionnlpllm chat instruction21Feb 19, 2026
Full-duplex Interactionspeech audiollm chat instruction22Feb 21, 2026
Agreement with process human labelsllm chat instruction21Apr 9, 2026
Self-doubt detectionllm chat instruction21Apr 9, 2026
Agreement with outcome human labelsllm chat instruction21Apr 9, 2026
Evaluation Awareness Detectionllm chat instructionadversarial safety security21Feb 19, 2026
General Agent Capabilityagents tool usellm chat instruction22Apr 16, 2026