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Research questionHow can OpenIE extract multiple valid triplets efficiently without redundancy or a fixed output budget?A sentence may support several correct relational triplets, but generating them can be slow, redundant, or constrained by a training-time output budget.
AI
Diffusion Models
Inference Optimization
Machine Learning
Natural Language Processing
Latest papersRecent research connected to this question, newest first.DiffIE: Diffusion-based Open Information ExtractionThe source studies DiffIE, which uses conditional discrete diffusion with independent reverse-diffusion trajectories over per-token role tags to generate candidate triplets, then clusters and ranks them. It reports results on CaRB, BenchIE, and WiRe57, with ablations comparing diffusion variants and a matched non-diffusion stochastic tagger.research paper · Sep 2, 2026
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