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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
Conversation Synthesisllm chat instructionnlp11Feb 21, 2026
Steerabilityllm chat instruction11Apr 21, 2026
Model Inertia measurementllm chat instruction11Apr 21, 2026
Spoken Dialogue State Trackingspeech audionlp+111Feb 18, 2026
Free-form text generationnlpllm chat instruction12Jun 2, 2026
Commonsense Plausibility Estimation (Attribute Ranking)llm chat instructionnlp11Apr 21, 2026
Commonsense Plausibility Estimation (Free-form Text)nlpllm chat instruction11Apr 21, 2026
Conversational Process Model Redesignretrieval search ragllm chat instruction11Apr 21, 2026
Multi-discipline Multimodal Understanding and Reasoningmultimodalllm chat instruction11Apr 21, 2026
Any-to-any generationllm chat instruction11Feb 21, 2026
cross-cultural recipe adaptationnlpllm chat instruction11Apr 21, 2026
Identifying preferred LLM outputsllm chat instruction11Apr 21, 2026
Difficulty Correlation with Human Labelsllm chat instructionnlp11Feb 21, 2026
Math and Science Reasoningllm chat instruction11Apr 21, 2026
Difficulty Correlation with LLM Performancellm chat instructionnlp11Feb 21, 2026
Speech interaction S2Tspeech audiollm chat instruction11Apr 21, 2026
Speech-to-text Instruction Followingspeech audiollm chat instruction11Apr 21, 2026
Privacy-preserving LLM Inferenceadversarial safety securityllm chat instruction11Feb 18, 2026
Difficulty Correlation with LLM Labelsllm chat instructionnlp11Feb 21, 2026
Information Followingllm chat instruction11Apr 21, 2026
Multi-modal to Text Generation Latencymultimodalllm chat instruction11Feb 21, 2026
Domain Adaptation Utilitynlpcomputer vision+611Apr 21, 2026
Pairwise Prediction Success Rateadversarial safety securityllm chat instruction11Feb 18, 2026
Open-domain Reasoningllm chat instructionnlp11Feb 21, 2026
Metric Correlation with Steeringnlpllm chat instruction11Apr 21, 2026