sentences sequence | labels sequence |
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"Several recent studies have shown that strong natural language understanding (NLU) models are prone to relying on unwanted dataset biases without learning the underlying task, resulting in models that fail to generalize to out-of-domain datasets and are likely to perform poorly in real-world scenarios.",
"We pro... | [
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"Multi-modal neural machine translation (NMT) aims to translate source sentences into a target language paired with images.",
"However, dominant multi-modal NMT models do not fully exploit fine-grained semantic correspondences between semantic units of different modalities, which have potential to refine multi-mo... | [
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"This paper introduces the Multi-Genre Natural Language Inference (MultiNLI) corpus, a dataset designed for use in the development and evaluation of machine learning models for sentence understanding.",
"At 433k examples, this resource is one of the largest corpora available for natural language inference (a.k.a.... | [
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"Intelligent features in email service applications aim to increase productivity by helping people organize their folders, compose their emails and respond to pending tasks.",
"In this work, we explore a new application, Smart-To-Do, that helps users with task management over emails.",
"We introduce a new task ... | [
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"Semantic parsing using sequence-to-sequence models allows parsing of deeper representations compared to traditional word tagging based models.",
"In spite of these advantages, widespread adoption of these models for real-time conversational use cases has been stymied by higher compute requirements and thus highe... | [
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[
"Rationale-Centric Framework for Human-in-the-loop Machine Learning",
"{yanglinyi, zhangyue}@westlake.edu.cn Abstract",
"We present a novel rationale-centric framework with human-in-the-loop R ationales-centric D ouble-robustness L earning (RDL) to boost model out-of-distribution performance in few-shot learn... | [
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["Simile interpretation is a crucial task in natural language processing.","Nowadays, pre-trained la(...TRUNCATED) | ["abstain","abstain","abstain","objective","method","result","objective","result","other","abstain",(...TRUNCATED) |
["Memory augmented encoder-decoder framework has achieved promising progress for natural language ge(...TRUNCATED) | ["abstain","abstain","abstain","objective","method","objective","abstain","abstain","abstain","absta(...TRUNCATED) |
["Emotion-cause pair extraction aims to extract all potential pairs of emotions and corresponding ca(...TRUNCATED) | ["abstain","abstain","objective","objective","result","abstain","abstain","abstain","abstain","absta(...TRUNCATED) |
["Abstract","This paper addresses the problem of dialogue reasoning with contextualized commonsense (...TRUNCATED) | ["abstain","abstain","objective","abstain","objective","result","objective","abstain","abstain","abs(...TRUNCATED) |
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