ExB Themis: Extensive Feature Extraction from Word Alignments for Semantic Textual Similarity
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Machine TranslationPart-Of-Speech TaggingSemantic Textual SimilarityWord EmbeddingsSimilar Papers 제목 키워드 기반
OS-Themis: A Scalable Critic Framework for Generalist GUI Rewards
Reinforcement Learning (RL) has the potential to improve the robustness of GUI agents in stochastic environments, yet training is highly sensitive to the quality of the reward function. Existing reward approaches struggl…
Reinforcement LearningDecision MakingFairness Testing: Testing Software for Discrimination
This paper defines software fairness and discrimination and develops a testing-based method for measuring if and how much software discriminates, focusing on causality in discriminatory behavior. Evidence of software dis…
FairnessvalidGenerating Information Extraction Patterns from Overlapping and Variable Length Annotations using Sequence Alignment
Sequence alignments are used to capture patterns composed of elements representing multiple conceptual levels through the alignment of sequences that contain overlapping and variable length annotations. The alignments al…
named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)NER+1Themis: An explainable AI-enabled framework for Reinforcement Learning with Human Feedback
Training safe Reinforcement Learning (RL) systems is inherently challenging, with no guarantee of avoiding unwanted behaviors. The most effective defenses against this are (i) transparency through explainability and (ii)…
Reinforcement LearningTHEMIS: Towards Holistic Evaluation of MLLMs for Scientific Paper Fraud Forensics
We present THEMIS, a novel multi-task benchmark designed to comprehensively evaluate multimodal large language models (MLLMs) on visual fraud reasoning within real-world academic scenarios. Compared to existing benchmark…