Text Correction Papers

This repo aims to keep tracking related work in text correction, including Chinese Spell Checking (CSC) and Grammatical Error Correction (GEC). Welcome to contribute!

2022

paper conference resource citation labels
Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction EMNLP2022 [pdf][code] citation
FCGEC: Fine-Grained Corpus for Chinese Grammatical Error Correction EMNLP2022 [pdf][code] citation
SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented Parser EMNLP2022 [pdf][code] citation
Revisiting Grammatical Error Correction Evaluation and Beyond EMNLP2022 [pdf][code] citation
From Spelling to Grammar: A New Framework for Chinese Grammatical Error Correction EMNLP2022 [pdf] citation
Improving Chinese Spelling Check by Character Pronunciation Prediction: The Effects of Adaptivity and Granularity EMNLP2022 [pdf][code] citation
Sequence-to-Action: Grammatical Error Correction with Action Guided Sequence Generation AAAI2022 [pdf] citation
Non-Autoregressive Chinese ASR Error Correction with Phonological Training NAACL2022 [pdf] citation
MuCGEC: a Multi-Reference Multi-Source Evaluation Dataset for Chinese Grammatical Error Correction NAACL2022 [pdf] [code] citation
ErAConD: Error Annotated Conversational Dialog Dataset for Grammatical Error Correction NAACL2022 [pdf] [code] citation
Frustratingly Easy System Combination for Grammatical Error Correction NAACL2022 [pdf] [code] citation
Improving Chinese Grammatical Error Detection via Data augmentation by Conditional Error Generation ACL2022 [pdf] citation
CRASpell: A Contextual Typo Robust Approach to Improve Chinese Spelling Correction ACL2022 [pdf] [code] citation
MDCSpell: A Multi-task Detector-Corrector Framework for Chinese Spelling Correction ACL2022 [pdf] citation
The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking ACL2022 [pdf] citation
Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correction ACL2022 [pdf] citation
Interpretability for Language Learners Using Example-Based Grammatical Error Correction ACL2022 [pdf] citation
“Is Whole Word Masking Always Better for Chinese BERT?”: Probing on Chinese Grammatical Error Correction ACL2022 [pdf] citation
Type-Driven Multi-Turn Corrections for Grammatical Error Correction ACL2022 [pdf] citation
A Unified Strategy for Multilingual Grammatical Error Correction with Pre-trained Cross-Lingual Language Model preprint [pdf] citation
General and Domain Adaptive Chinese Spelling Check with Error Consistent Pretraining preprint [pdf] [code] citation
CSCD-IME: Correcting Spelling Errors Generated by Pinyin IME preprint [pdf][code] citation

2021

paper conference resource citation labels
FastCorrect: Fast Error Correction with Edit Alignment for Automatic Speech Recognition NeurIPS 2021 [pdf][code] citation
Correcting Chinese Spelling Errors with Phonetic Pre-training ACL2021 [pdf] [code] citation
Read, Listen, and See: Leveraging Multimodal Information Helps Chinese Spell Checking ACL2021 [pdf] [code] citation
PLOME: Pre-training with Misspelled Knowledge for Chinese Spelling Correction ACL2021 [pdf] [code] citation
Exploration and Exploitation: Two Ways to Improve Chinese Spelling Correction Models ACL2021 [pdf] [code] citation
PHMOSpell: Phonological and Morphological Knowledge Guided Chinese Spelling Check ACL2021 [pdf] citation
Global Attention Decoder for Chinese Spelling Error Correction ACL2021 [pdf] citation
Dynamic Connected Networks for Chinese Spelling Check ACL2021 [pdf] citation
Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding ACL2021 [pdf] [code] citation
Tail-to-Tail Non-Autoregressive Sequence Prediction for Chinese Grammatical Error Correction ACL2021 [pdf] [code] citation
Grammatical Error Correction as GAN-like Sequence Labeling ACL2021 [pdf] citation
A Simple Recipe for Multilingual Grammatical Error Correction ACL2021 [pdf] citation
New Dataset and Strong Baselines for the Grammatical Error Correction of Russian ACL2021 [pdf] citation
Do Grammatical Error Correction Models Realize Grammatical Generalization? ACL2021 [pdf] citation
SpellBERT: A Lightweight Pretrained Model for Chinese Spelling Check EMNLP2021 [pdf] [code] citation
LM-Critic: Language Models for Unsupervised Grammatical Error Correction EMNLP2021 [pdf] citation
Is this the end of the gold standard? A straightforward reference-less grammatical error correction metric EMNLP2021 [pdf] citation
Beyond Grammatical Error Correction: Improving L1-influenced research writing in English using pre-trained encoder-decoder models EMNLP2021 [pdf] [code] citation
Grammatical Error Correction with Contrastive Learning in Low Error Density Domains EMNLP2021 [pdf] citation
Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction NAACL2021 [pdf] [code] citation
DCSpell: A Detector-Corrector Framework for Chinese Spelling Error Correction SIGIR2021 [pdf] citation
Think Twice: A Post-Processing Approach for the Chinese Spelling Error Correction AppliedScience [pdf] citation

2020

paper conference resource citation labels
Spelling Error Correction with Soft-Masked BERT ACL2020 [pdf] citation
Spellgcn: Incorporating phonological and visual similarities into language models for chinese spelling check ACL2020 [pdf] [code] citation
Encoder-Decoder Models Can Benefit from Pre-trained Masked Language Models in Grammatical Error Correction ACL2020 [pdf] [code] citation
Grammatical Error Correction Using Pseudo Learner Corpus Considering Learner’s Error Tendency ACL2020 [pdf] citation
Chunk-based Chinese Spelling Check with Global Optimization EMNLP2020 [pdf] citation
Grammatical Error Correction in Low Error Density Domains: A New Benchmark and Analyses EMNLP2020 [pdf] citation
Improving Grammatical Error Correction Models with Purpose-Built Adversarial Examples EMNLP2020 [pdf] citation
Improving the Efficiency of Grammatical Error Correction with Erroneous Span Detection and Correction EMNLP2020 [pdf] citation
A Self-Refinement Strategy for Noise Reduction in Grammatical Error Correction EMNLP2020 [pdf] citation
Improving Grammatical Error Correction with Machine Translation Pairs EMNLP2020 [pdf] citation
Adversarial Grammatical Error Correction EMNLP2020 [pdf] citation
MaskGEC: Improving Neural Grammatical Error Correction via Dynamic Masking AAAL2020 [pdf] citation
Combining ResNet and Transformer for Chinese Grammatical Error Diagnosis AACL2020 [pdf] citation
Overview of NLPTEA-2020 Shared Task for Chinese Grammatical Error Diagnosis AACL2020 [pdf] citation

before

paper conference resource citation labels
FASPell: A Fast, Adaptable, Simple, Powerful Chinese Spell Checker Based On DAE-Decoder Paradigm EMNLP2019 [pdf] [code] citation
A Hybrid Approach to Automatic Corpus Generation for Chinese Spelling Checking EMNLP2018 [pdf] [code] citation