Cross-Lingual Natural Language Inference

8 papers with code • 4 benchmarks • 2 datasets

Using data and models available for one language for which ample such resources are available (e.g., English) to solve a natural language inference task in another, commonly more low-resource, language.

Greatest papers with code

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

tensorflow/models NAACL 2019

We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers.

Common Sense Reasoning Conversational Response Selection +6

Better Fine-Tuning by Reducing Representational Collapse

pytorch/fairseq ICLR 2021

Although widely adopted, existing approaches for fine-tuning pre-trained language models have been shown to be unstable across hyper-parameter settings, motivating recent work on trust region methods.

Abstractive Text Summarization Cross-Lingual Natural Language Inference

Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond

facebookresearch/LASER TACL 2019

We introduce an architecture to learn joint multilingual sentence representations for 93 languages, belonging to more than 30 different families and written in 28 different scripts.

Cross-Lingual Bitext Mining Cross-Lingual Document Classification +5

XNLI: Evaluating Cross-lingual Sentence Representations

facebookresearch/XLM EMNLP 2018

State-of-the-art natural language processing systems rely on supervision in the form of annotated data to learn competent models.

Cross-Lingual Natural Language Inference Machine Translation

ByT5: Towards a token-free future with pre-trained byte-to-byte models

google-research/byt5 28 May 2021

In this paper, we show that a standard Transformer architecture can be used with minimal modifications to process byte sequences.

 Ranked #1 on Question Answering on TweetQA (ROUGE-L metric)

Cross-Lingual Natural Language Inference Cross-Lingual NER +3

FarsTail: A Persian Natural Language Inference Dataset

dml-qom/FarsTail 18 Sep 2020

This dataset, named FarsTail, includes 10, 367 samples which are provided in both the Persian language as well as the indexed format to be useful for non-Persian researchers.

Cross-Lingual Natural Language Inference Cross-Lingual Transfer

Meemi: A Simple Method for Post-processing and Integrating Cross-lingual Word Embeddings

yeraidm/meemi 16 Oct 2019

While monolingual word embeddings encode information about words in the context of a particular language, cross-lingual embeddings define a multilingual space where word embeddings from two or more languages are integrated together.

Cross-Lingual Natural Language Inference Hypernym Discovery +2