Papers Adversarial Natural Language Inference
“Adversarial Natural Language Inference” 태그가 달린 논문 5편 · 필터 해제
ViANLI: Adversarial Natural Language Inference for Vietnamese
The development of Natural Language Processing (NLI) datasets and models has been inspired by innovations in annotation design. With the rapid development of machine learning models today, the performance of existing mac…
Adversarial Natural Language InferenceNatural Language InferenceNatural Language UnderstandingVietnamese Natural Language Inference+1Prompting for explanations improves Adversarial NLI. Is this true? {Yes} it is {true} because {it weakens superficial cues}
Explanation prompts ask language models to not only assign a particular label to a giveninput, such as true, entailment, or contradiction in the case of natural language inference but also to generate a free-text explana…
Adversarial Natural Language InferenceNatural Language InferenceAssessing the Generalization Capacity of Pre-trained Language Models through Japanese Adversarial Natural Language Inference
Despite the success of multilingual pre-trained language models, it remains unclear to what extent these models have human-like generalization capacity across languages. The aim of this study is to investigate the out-of…
Adversarial Natural Language InferenceNatural Language InferenceOut-of-Distribution GeneralizationGet Your Vitamin C! Robust Fact Verification with Contrastive Evidence
Typical fact verification models use retrieved written evidence to verify claims. Evidence sources, however, often change over time as more information is gathered and revised. In order to adapt, models must be sensitive…
Adversarial Natural Language InferenceFact CheckingFact VerificationNatural Language Inference+1ANLIzing the Adversarial Natural Language Inference Dataset
We perform an in-depth error analysis of Adversarial NLI (ANLI), a recently introduced large-scale human-and-model-in-the-loop natural language inference dataset collected over multiple rounds. We propose a fine-grained …
Adversarial Natural Language InferenceNatural Language Inference