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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
Question Answering Correctnessnlpllm chat instruction11Feb 18, 2026
Empathy assessmentllm chat instruction11Mar 9, 2026
Question Answering/Reasoningllm chat instructionnlp11May 18, 2026
End-to-end Time-to-First-Token (TTFT)llm chat instruction11Mar 9, 2026
Visual Tic-Tac-Toecomputer visionllm chat instruction11May 18, 2026
Service Dialogue Taskllm chat instructionnlp11Feb 18, 2026
Prediction-grounded correlation with output difference (JSD)nlpllm chat instruction11May 18, 2026
Correlation to Model Behavior Differencesnlpllm chat instruction11May 18, 2026
Long-context text understandingllm chat instructionnlp11May 28, 2026
Frontier Discovery and Ambiguity Disambiguationllm chat instruction11May 18, 2026
Long-context conversation reasoningllm chat instruction11May 18, 2026
Hallucination Steeringllm chat instructionnlp11Mar 9, 2026
Scientific research reasoningllm chat instruction11May 18, 2026
Open-ended generation (Medical Diagnostic QA)bio medicalllm chat instruction11May 28, 2026
Counseling Response Generationllm chat instructionnlp11Feb 19, 2026
Emotional Dialogue Generationllm chat instructionnlp11Mar 10, 2026
Non-toxic generationadversarial safety securityllm chat instruction11May 19, 2026
Streaming Continual Visual-Instruction Tuningcomputer visionllm chat instruction11May 19, 2026
General Broad Information Seekingretrieval search ragllm chat instruction11Feb 18, 2026
Solution-Focused Brief Therapy (SFBT)llm chat instruction11Mar 10, 2026
Safety Elicitation via Prompt and Query Refinementadversarial safety securityllm chat instruction11May 19, 2026
Conversational Quality Evaluationllm chat instructionnlp11May 19, 2026
Math Proof Reward Modelingnlpllm chat instruction11Feb 18, 2026
Turn-level correlation with human ratingsllm chat instruction11May 19, 2026
Structured Commitment Generationllm chat instruction11May 19, 2026