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Cross-Lingual Transfer

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하위 태스크: 2
평가표: 1
보존된 평가 기록: 6

Cross-lingual transfer refers to transfer learning using data and models available for one language for which ample such resources are available (e.g., English) to solve tasks in another, commonly more low-resource, language.

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/ccasimiro88/self-distillation-gxlt-qa

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Promoting Generalized Cross-lingual Question Answering in Few-resource Scenarios via Self-knowledge Distillation

https://github.com/ccsasuke/adan

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Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification

https://github.com/charlottepouw/crosslingual-complexity-transfer

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Cross-Lingual Transfer of Cognitive Processing Complexity

https://github.com/cindyxinyiwang/emea

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Efficient Test Time Adapter Ensembling for Low-resource Language Varieties

https://github.com/cindyxinyiwang/multiview-subword-regularization

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Multi-view Subword Regularization

https://github.com/cisnlp/mplm-sim

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mPLM-Sim: Better Cross-Lingual Similarity and Transfer in Multilingual Pretrained Language Models

https://github.com/cisnlp/transliteration-ppa

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Breaking the Script Barrier in Multilingual Pre-Trained Language Models with Transliteration-Based Post-Training Alignment

https://github.com/clarinsi/megahr-crossling

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Predicting Concreteness and Imageability of Words Within and Across Languages via Word Embeddings

https://github.com/cltl/unkown_script

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Unknown Script: Impact of Script on Cross-Lingual Transfer

https://github.com/coastalcph/seq2sparql

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Compositional Generalization in Multilingual Semantic Parsing over Wikidata

https://github.com/codogogo/xling-eval

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How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions

https://github.com/copenlu/X-MAML

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Zero-Shot Cross-Lingual Transfer with Meta Learning

https://github.com/cpjku/wechsel

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WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models

https://github.com/cross-lingual-ner/projection-data-transfer-cross-lingual-ner

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Revisiting Projection-based Data Transfer for Cross-Lingual Named Entity Recognition in Low-Resource Languages

https://github.com/csalt-research/llm-based-augmentations-with-effective-data-selection

공식 코드

Boosting Zero-Shot Crosslingual Performance using LLM-Based Augmentations with Effective Data Selection

https://github.com/csalt-research/translation-errors-crosslingual-learning

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Translation Errors Significantly Impact Low-Resource Languages in Cross-Lingual Learning

https://github.com/csjianyang/multilingual-multimodal-nlp

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MT4CrossOIE: Multi-stage Tuning for Cross-lingual Open Information Extraction

https://github.com/csu-signal/xlingual-robustness

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Cross-Lingual Transfer Robustness to Lower-Resource Languages on Adversarial Datasets

https://github.com/dadelani/sib-200

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SIB-200: A Simple, Inclusive, and Big Evaluation Dataset for Topic Classification in 200+ Languages and Dialects

https://github.com/dair-iitd/SSP

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SSP: Self-Supervised Prompting for Cross-Lingual Transfer to Low-Resource Languages using Large Language Models

https://github.com/dair-iitd/zgul

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ZGUL: Zero-shot Generalization to Unseen Languages using Multi-source Ensembling of Language Adapters

https://github.com/damo-nlp-sg/adamergex

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AdaMergeX: Cross-Lingual Transfer with Large Language Models via Adaptive Adapter Merging

https://github.com/damo-nlp-sg/contproto

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Improving Self-training for Cross-lingual Named Entity Recognition with Contrastive and Prototype Learning

https://github.com/damo-nlp-sg/dpa

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Enhancing Cross-lingual Prompting with Dual Prompt Augmentation

https://github.com/dannigt/mid-align

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Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs

https://github.com/deokhk/cbp

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Cross-lingual Back-Parsing: Utterance Synthesis from Meaning Representation for Zero-Resource Semantic Parsing

https://github.com/ding-zj/glode

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Improving Pseudo Labels with Global-Local Denoising Framework for Cross-lingual Named Entity Recognition

https://github.com/divyanshuaggarwal/indicxnli

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IndicXNLI: Evaluating Multilingual Inference for Indian Languages

https://github.com/dsfsi/embedding-eval-data

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Training Cross-Lingual embeddings for Setswana and Sepedi

https://github.com/duonglm38/codec

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Constrained Decoding for Cross-lingual Label Projection

https://github.com/e-bug/volta

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Visually Grounded Reasoning across Languages and Cultures

https://github.com/edchengg/easyproject

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Frustratingly Easy Label Projection for Cross-lingual Transfer

https://github.com/edchengg/gollie-transfusion

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Translation and Fusion Improves Zero-shot Cross-lingual Information Extraction

https://github.com/edchengg/model_selection

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Model Selection for Cross-Lingual Transfer

https://github.com/elliotschu/crosslingual-el

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Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking

https://github.com/ercong21/parc

공식 코드

Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages

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