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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 3 4 5 Hits 1 – 20 of 90 1 ANLIzing the Adversarial Natural Language Inference Dataset Williams, Adina; Thrush, Tristan; Kiela, Douwe In: Proceedings of the Society for Computation in Linguistics (2022) BASE Show details 2 Automatic Fact-Checking with Document-level Annotations using BERT and Multiple Instance Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Park, Joonsuk; Sathe, Aalok. - : Underline Science Inc., 2021 BASE Show details 3 FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Guo, Han. - : Underline Science Inc., 2021 BASE Show details 4 Open Aspect Target Sentiment Classification with Natural Language Prompts ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Birle, Ian; Chang, Haw-Shiuan. - : Underline Science Inc., 2021 BASE Show details 5 Does External Knowledge Help Explainable Natural Language Inference? Automatic Evaluation vs. Human Ratings ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Schuff, Hendrik. - : Underline Science Inc., 2021 BASE Show details 6 ContractNLI: A Dataset for Document-level Natural Language Inference for Contracts ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; D. Manning, Christopher; Koreeda, Yuta. - : Underline Science Inc., 2021 BASE Show details 7 IndoNLI: A Natural Language Inference Dataset for Indonesian ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aji, Alham Fikri; Louvan, Samuel. - : Underline Science Inc., 2021 BASE Show details 8 Investigating the Effect of Natural Language Explanations on Out-of-Distribution Generalization in Few-shot NLI ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Tan, Chenhao; Zhou, Yangqiaoyu. - : Underline Science Inc., 2021 BASE Show details 9 Don't Discard All the Biased Instances: Investigating a Core Assumption in Dataset Bias Mitigation Techniques ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Amirkhani, Hossein; Pilehvar, Mohammad Taher. - : Underline Science Inc., 2021 BASE Show details 10 Continual Few-Shot Learning for Text Classification ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Ramakanth; Bansal, Mohit. - : Underline Science Inc., 2021 BASE Show details 11 Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 12 Scheduled Sampling Based on Decoding Steps for Neural Machine Translation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Liu, Yijin. - : Underline Science Inc., 2021 BASE Show details 13 Pairwise Supervised Contrastive Learning of Sentence Representations ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Zhang, Dejiao. - : Underline Science Inc., 2021 BASE Show details 14 Finding a Balanced Degree of Automation for Summary Evaluation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Zhang, Shiyue. - : Underline Science Inc., 2021 BASE Show details 15 A Multilingual Benchmark for Probing Negation-Awareness with Minimal Pairs ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; de Lhoneux, Miryam; Hartmann, Mareike. - : Underline Science Inc., 2021 BASE Show details 16 Universal Sentence Representation Learning with Conditional Masked Language Model ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Cer, Daniel; Darve, Eric. - : Underline Science Inc., 2021 BASE Show details 17 BARThez: a Skilled Pretrained French Sequence-to-Sequence Model ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Kamal Eddine, Moussa; Tixier, Antoine. - : Underline Science Inc., 2021 BASE Show details 18 Nearest Neighbour Few-Shot Learning for Cross-lingual Classification ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bari, M Saiful; Haidar, Batool; Mansour, Saab. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.131/ Abstract: Even though large pre-trained multilingual models (e.g. mBERT, XLM-R) have led to significant performance gains on a wide range of cross-lingual NLP tasks, success on many downstream tasks still relies on the availability of sufficient annotated data. Traditional fine-tuning of pre-trained models using only a few target samples can cause over-fitting. This can be quite limiting as most languages in the world are under-resourced. In this work, we investigate cross-lingual adaptation using a simple nearest neighbor few-shot ($<15$ samples) inference technique for classification tasks. We experiment using a total of 16 distinct languages across two NLP tasks- XNLI and PAWS-X. Our approach consistently improves traditional fine-tuning using only a handful of labeled samples in target locales. We also demonstrate its generalization capability across tasks. ... Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Inference; Natural Language Processing URL: https://dx.doi.org/10.48448/bprr-5m31 https://underline.io/lecture/37955-nearest-neighbour-few-shot-learning-for-cross-lingual-classification BASE Hide details 19 Subword Mapping and Anchoring across Languages ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 20 Hy-NLI : a Hybrid system for state-of-the-art Natural Language Inference Kalouli, Aikaterini-Lida. - 2021 BASE Show details Page: 1 2 3 4 5

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