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Research

Tasks

Explore the problems researchers are working on and the benchmarks used to measure progress.

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Tasks

TaskDomainBenchmarksPapersLast update
Memory-based Question Answeringretrieval search ragllm chat instruction11Mar 19, 2026
Conversational Language Modelingllm chat instruction11Mar 19, 2026
Steerable Value Alignmentllm chat instructionadversarial safety security11Feb 19, 2026
Hallucination Interpretationllm chat instructionnlp11Mar 19, 2026
Expert Evaluationllm chat instruction11Feb 18, 2026
Step-level Correctness Discriminationnlpllm chat instruction11Feb 19, 2026
Verbal Feedback Evaluationllm chat instruction11Mar 19, 2026
Human Evaluation of Dialoguellm chat instructionnlp11Feb 18, 2026
Multi-turn Psychological Counseling Dialogue Generationllm chat instructionnlp11Feb 18, 2026
Synthetic recallllm chat instruction11Mar 19, 2026
Many-shot in-context learningllm chat instruction11Mar 19, 2026
Multi-round co-reference resolutionnlpllm chat instruction11Mar 19, 2026
Preference Adaptationllm chat instructionnlp11Feb 19, 2026
Fact chaining & relational reasoningllm chat instructionnlp11Mar 19, 2026
Chat Benchmarkllm chat instruction12Feb 18, 2026
Novelty Alignmentllm chat instruction11Feb 19, 2026
Generation w/ citationsllm chat instruction11Mar 19, 2026
Cultural Pluralism Alignment (Cultural Knowledge)llm chat instructionnlp11Feb 19, 2026
Multimodal Dialogue Generationmultimodalllm chat instruction12Feb 20, 2026
Cultural Pluralism Alignment (Cultural Values)llm chat instructionnlp11Feb 19, 2026
Interactive Servingllm chat instruction11Mar 19, 2026
Vision-Language Interaction Evaluationmultimodalllm chat instruction11Feb 18, 2026
Reasoning and Language Modelingllm chat instructionnlp11Mar 19, 2026
Behavioral Deviation Detectionllm chat instruction11Mar 20, 2026
Macro-average Reasoningnlpllm chat instruction11Feb 19, 2026