Transactions of the Association for Computational Linguistics

Papers
(The TQCC of Transactions of the Association for Computational Linguistics is 11. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-09-01 to 2024-09-01.)
ArticleCitations
SpanBERT: Improving Pre-training by Representing and Predicting Spans624
A Primer in BERTology: What We Know About How BERT Works424
Multilingual Denoising Pre-training for Neural Machine Translation323
Topic Modeling in Embedding Spaces310
How Can We Know What Language Models Know?291
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation205
Efficient Content-Based Sparse Attention with Routing Transformers167
Leveraging Pre-trained Checkpoints for Sequence Generation Tasks131
What BERT Is Not: Lessons from a New Suite of Psycholinguistic Diagnostics for Language Models126
Sparse, Dense, and Attentional Representations for Text Retrieval105
SummEval: Re-evaluating Summarization Evaluation102
A Survey on Automated Fact-Checking91
TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages83
A Knowledge-Enhanced Pretraining Model for Commonsense Story Generation80
Compressing Large-Scale Transformer-Based Models: A Case Study on BERT59
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding57
ByT5: Towards a Token-Free Future with Pre-trained Byte-to-Byte Models55
Samanantar: The Largest Publicly Available Parallel Corpora Collection for 11 Indic Languages49
BLiMP: The Benchmark of Linguistic Minimal Pairs for English46
Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective Annotations46
oLMpics-On What Language Model Pre-training Captures46
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond46
Machine Learning–Driven Language Assessment40
Decoupling the Role of Data, Attention, and Losses in Multimodal Transformers38
Multimodal Pretraining Unmasked: A Meta-Analysis and a Unified Framework of Vision-and-Language BERTs38
Measuring and Improving Consistency in Pretrained Language Models38
Experts, Errors, and Context: A Large-Scale Study of Human Evaluation for Machine Translation38
How Can We Know When Language Models Know? On the Calibration of Language Models for Question Answering38
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP37
The Flores-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation35
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization33
Gender Bias in Machine Translation33
CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset32
Investigating Prior Knowledge for Challenging Chinese Machine Reading Comprehension32
Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals32
Lost in the Middle: How Language Models Use Long Contexts31
PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them30
Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets30
MKQA: A Linguistically Diverse Benchmark for Multilingual Open Domain Question Answering29
Theoretical Limitations of Self-Attention in Neural Sequence Models29
Benchmarking Large Language Models for News Summarization28
Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?28
Break It Down: A Question Understanding Benchmark28
Soloist: BuildingTask Bots at Scale with Transfer Learning and Machine Teaching27
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP27
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering27
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models26
Relevance-guided Supervision for OpenQA with ColBERT26
Extractive Opinion Summarization in Quantized Transformer Spaces25
In-Context Retrieval-Augmented Language Models25
Syntax-Guided Controlled Generation of Paraphrases25
AMR-To-Text Generation with Graph Transformer24
Did Aristotle Use a Laptop?A Question Answering Benchmark with Implicit Reasoning Strategies24
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs23
Data-to-text Generation with Macro Planning23
Canine: Pre-training an Efficient Tokenization-Free Encoder for Language Representation23
Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension22
Why Does Surprisal From Larger Transformer-Based Language Models Provide a Poorer Fit to Human Reading Times?21
A Survey on Cross-Lingual Summarization21
Time-Aware Language Models as Temporal Knowledge Bases21
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics21
Does Syntax Need to Grow on Trees? Sources of Hierarchical Inductive Bias in Sequence-to-Sequence Networks20
MasakhaNER: Named Entity Recognition for African Languages20
Speak, Read and Prompt: High-Fidelity Text-to-Speech with Minimal Supervision20
TopiOCQA: Open-domain Conversational Question Answering with Topic Switching19
Best-First Beam Search19
Explanation-Based Human Debugging of NLP Models: A Survey18
PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains18
Planning with Learned Entity Prompts for Abstractive Summarization18
Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrieval17
Data Weighted Training Strategies for Grammatical Error Correction17
Multilingual Autoregressive Entity Linking16
Aligning Faithful Interpretations with their Social Attribution16
Efficient Methods for Natural Language Processing: A Survey16
Acoustic-Prosodic and Lexical Cues to Deception and Trust: Deciphering How People Detect Lies16
Unsupervised Quality Estimation for Neural Machine Translation16
Target-Guided Structured Attention Network for Target-Dependent Sentiment Analysis15
EDITOR: An Edit-Based Transformer with Repositioning for Neural Machine Translation with Soft Lexical Constraints15
Sentence Similarity Based on Contexts14
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition14
FeTaQA: Free-form Table Question Answering14
Transformers for Tabular Data Representation: A Survey of Models and Applications14
PERL: Pivot-based Domain Adaptation for Pre-trained Deep Contextualized Embedding Models14
Hallucinations in Large Multilingual Translation Models14
VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groups13
Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings13
ABNIRML: Analyzing the Behavior of Neural IR Models13
QED: A Framework and Dataset for Explanations in Question Answering12
Reducing Conversational Agents’ Overconfidence Through Linguistic Calibration12
Sketch-Driven Regular Expression Generation from Natural Language and Examples12
Adaptive Semiparametric Language Models11
How Much Do Language Models Copy From Their Training Data? Evaluating Linguistic Novelty in Text Generation Using RAVEN11
Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary11
Task-Oriented Dialogue as Dataflow Synthesis11
Pre-train, Prompt, and Recommendation: A Comprehensive Survey of Language Modeling Paradigm Adaptations in Recommender Systems11
A Graph-based Model for Joint Chinese Word Segmentation and Dependency Parsing11
Better Document-Level Machine Translation with Bayes’ Rule11
Generative Spoken Dialogue Language Modeling11
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