OOIR: Observatory of International Research

Papers

(The TQCC of Transactions of the Association for Computational Linguistics is 5. 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 2021-02-01 to 2025-02-01.)

Article	Citations
QAmeleon: Multilingual QA with Only 5 Examples	212
Salute the Classic: Revisiting Challenges of Machine Translation in the Age of Large Language Models	169
Neuron-level Interpretation of Deep NLP Models: A Survey	122
CreoleVal: Multilingual Multitask Benchmarks for Creoles	83
Segmentation-Free Streaming Machine Translation	69
A Neighborhood Framework for Resource-Lean Content Flagging	56
On Graph-based Reentrancy-free Semantic Parsing	54
Explicitly Representing Syntax Improves Sentence-to-Layout Prediction of Unexpected Situations	51
Evaluating Transformer Models and Human Behaviors on Chinese Character Naming	48
Cross-functional Analysis of Generalization in Behavioral Learning	42
Data-driven Model Generalizability in Crosslinguistic Low-resource Morphological Segmentation	37
A Cross-Linguistic Pressure for Uniform Information Density in Word Order	36
Hallucinations in Large Multilingual Translation Models	32
Multi-task Active Learning for Pre-trained Transformer-based Models	32
Direct Speech Translation for Automatic Subtitling	31
The Impact of Word Splitting on the Semantic Content of Contextualized Word Representations	28
How Abstract Is Linguistic Generalization in Large Language Models? Experiments with Argument Structure	27
OpenFact: Factuality Enhanced Open Knowledge Extraction	26
Diff-Explainer: Differentiable Convex Optimization for Explainable Multi-hop Inference	22
Tracking Brand-Associated Polarity-Bearing Topics in User Reviews	21
Deciphering Undersegmented Ancient Scripts Using Phonetic Prior	21
Reasoning over Public and Private Data in Retrieval-Based Systems	21
Czech Grammar Error Correction with a Large and Diverse Corpus	19
Improving Low-Resource Cross-lingual Parsing with Expected Statistic Regularization	19
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning	19

Abstractive Meeting Summarization: A Survey	17
ByT5: Towards a Token-Free Future with Pre-trained Byte-to-Byte Models	16
Transformers for Tabular Data Representation: A Survey of Models and Applications	15
The Ethics of Automating Legal Actors	15
Scope Ambiguities in Large Language Models	15
Efficient Long-Text Understanding with Short-Text Models	14
Speak, Read and Prompt: High-Fidelity Text-to-Speech with Minimal Supervision	14
How Often Are Errors in Natural Language Reasoning Due to Paraphrastic Variability?	13
Geographic Adaptation of Pretrained Language Models	13
Understanding and Detecting Hallucinations in Neural Machine Translation via Model Introspection	13
Addressing Topic Leakage in Cross-Topic Evaluation for Authorship Verification	12
State of What Art? A Call for Multi-Prompt LLM Evaluation	12
A Survey on Model Compression for Large Language Models	11
Interactive Machine Teaching by Labeling Rules and Instances	10
Filtered Corpus Training (FiCT) Shows that Language Models Can Generalize from Indirect Evidence	10
FINCH: Prompt-guided Key-Value Cache Compression for Large Language Models	10
♫ MuSiQue: Multihop Questions via Single-hop Question Composition	9
Erasure of Unaligned Attributes from Neural Representations	9
Deuce: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning	9
A Survey on Cross-Lingual Summarization	9
Design Choices for Crowdsourcing Implicit Discourse Relations: Revealing the Biases Introduced by Task Design	9
What Do Self-Supervised Speech Models Know About Words?	8
FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation	8
Efficient Methods for Natural Language Processing: A Survey	8
Multi-level Shared Knowledge Guided Learning for Knowledge Graph Completion	8
Improving Multitask Retrieval by Promoting Task Specialization	8
`PASTA`: A Dataset for Modeling PArticipant STAtes in Narratives	8
IndoCulture: Exploring Geographically Influenced Cultural Commonsense Reasoning Across Eleven Indonesian Provinces	8
SEEP: Training Dynamics Grounds Latent Representation Search for Mitigating Backdoor Poisoning Attacks	8
A Survey on Automated Fact-Checking	8
Minimum Description Length Recurrent Neural Networks	7
What Formal Languages Can Transformers Express? A Survey	7
An Efficient Self-Supervised Cross-View Training For Sentence Embedding	7
Addressing the Binning Problem in Calibration Assessment through Scalar Annotations	7
Modeling Non-Cooperative Dialogue: Theoretical and Empirical Insights	7
WikiAsp: A Dataset for Multi-domain Aspect-based Summarization	7
T 2 -NER: A Two-Stage Span-Based Framework for Unified Named Entity Recognition with Templates	6
Word Acquisition in Neural Language Models	6
Revisiting Meta-evaluation for Grammatical Error Correction	6
Visually Grounded Speech Models Have a Mutual Exclusivity Bias	6
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond	6
Aggretriever: A Simple Approach to Aggregate Textual Representations for Robust Dense Passage Retrieval	6
FeelingBlue: A Corpus for Understanding the Emotional Connotation of Color in Context	6
ConvoSense: Overcoming Monotonous Commonsense Inferences for Conversational AI	6
A Survey of Text Games for Reinforcement Learning Informed by Natural Language	6
The Parallelism Tradeoff: Limitations of Log-Precision Transformers	6
MACSum: Controllable Summarization with Mixed Attributes	6
Expectations over Unspoken Alternatives Predict Pragmatic Inferences	6
Supervised Gradual Machine Learning for Aspect-Term Sentiment Analysis	5
Can Authorship Representation Learning Capture Stylistic Features?	5

`Holmes` ⌕ A Benchmark to Assess the Linguistic Competence of Language Models	5
On Decoding Strategies for Neural Text Generators	5
On the Robustness of Dialogue History Representation in Conversational Question Answering: A Comprehensive Study and a New Prompt-based Method	5
Rank-Aware Negative Training for Semi-Supervised Text Classification	5
ABNIRML: Analyzing the Behavior of Neural IR Models	5
Robust Pronoun Fidelity with English LLMs: Are they Reasoning, Repeating, or Just Biased?	5
Predicting Document Coverage for Relation Extraction	5
Structural Persistence in Language Models: Priming as a Window into Abstract Language Representations	5
Chinese Idiom Paraphrasing	5
Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation	5