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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
Controllability Robustness Predictionllm chat instructionadversarial safety security61Mar 4, 2026
LLM Performance Estimationllm chat instruction62Jun 17, 2026
Motivational Interviewing Dialogue Evaluationllm chat instructionnlp62May 11, 2026
Math Word Problemsnlpllm chat instruction66Jun 19, 2026
Long-context Summarizationnlpllm chat instruction64May 20, 2026
Long-context answering with citationsllm chat instructionretrieval search rag61Feb 18, 2026
Refusal Detectionadversarial safety securityllm chat instruction64May 12, 2026
Empathetic Dialogue Generationllm chat instructionnlp65Apr 10, 2026
Multi-Task Reasoningllm chat instructionnlp67May 12, 2026
Model Alignmentllm chat instructionadversarial safety security63Jul 1, 2026
Generative Performancellm chat instruction62May 13, 2026
Repetition Mitigationllm chat instructionnlp62Feb 18, 2026
First Incorrect Step Identificationllm chat instructionnlp61Feb 27, 2026
Speech Instruction-Followingspeech audiollm chat instruction63Jun 26, 2026
Zero-shot Predictionnlpllm chat instruction63May 26, 2026
Deep Research Evaluationllm chat instructionretrieval search rag62May 27, 2026
Agentic Reasoning and Task Executionagents tool usellm chat instruction61Jul 8, 2026
Poetry Generationllm chat instruction62Jun 5, 2026
Agentic Routingagents tool usellm chat instruction61Apr 28, 2026
Multi-turn MLLM Safety Evaluationadversarial safety securityllm chat instruction61Apr 21, 2026
Long-horizon agentic taskagents tool usellm chat instruction62May 26, 2026
Agent Interactionagents tool usellm chat instruction62May 21, 2026
LLM Watermark Spoofingadversarial safety securityllm chat instruction61Apr 14, 2026
Robot Instruction Followingrobotics embodied aillm chat instruction62Jun 1, 2026
Text Completionllm chat instruction51Apr 8, 2026