EMNLP 2022

2,056 papers

Efficient Deep Learning-based Sentence Boundary Detection in Legal Text

Reshma Sheik, Gokul T, S Nirmala

The Legal Argument Reasoning Task in Civil Procedure

Leonard Bongard, Lena Held, Ivan Habernal

Named Entity Recognition in Indian court judgments

Prathamesh Kalamkar, Astha Agarwal, Aman Tiwari, Smita Gupta, Saurabh Karn

Privacy-Preserving Models for Legal Natural Language Processing

Ying Yin, Ivan Habernal

Semantic Segmentation of Legal Documents via Rhetorical Roles

Vijit Malik, Rishabh Sanjay, Shouvik Kumar Guha, Angshuman Hazarika, Shubham Kumar Nigam

Data-efficient end-to-end Information Extraction for Statistical Legal Analysis

Wonseok Hwang, Saehee Eom, Hanuhl Lee, Hai Jin Park, Minjoon Seo

Processing Long Legal Documents with Pre-trained Transformers: Modding LegalBERT and Longformer

Dimitris Mamakas, Petros Tsotsi, Ion Androutsopoulos, Ilias Chalkidis

Parameter-Efficient Legal Domain Adaptation

Jonathan Li, Rohan Bhambhoria, Xiaodan Zhu

Towards Cross-Domain Transferability of Text Generation Models for Legal Text

Vinayshekhar Bannihatti Kumar, Kasturi Bhattacharjee, Rashmi Gangadharaiah

Legal-Tech Open Diaries: Lesson learned on how to develop and deploy light-weight models in the era of humongous Language Models

Stelios Maroudas, Sotiris Legkas, Prodromos Malakasiotis, Ilias Chalkidis

Abstractive Summarization of Dutch Court Verdicts Using Sequence-to-sequence Models

Marijn Schraagen, Floris Bex, Nick Van De Luijtgaarden, Daniël Prijs

Privacy Pitfalls of Online Service Terms and Conditions: a Hybrid Approach for Classification and Summarization

Emilia Lukose, Suparna De, Jon Johnson

A Legal Approach to Hate Speech – Operationalizing the EU’s Legal Framework against the Expression of Hatred as an NLP Task

Frederike Zufall, Marius Hamacher, Katharina Kloppenborg, Torsten Zesch

Combining WordNet and Word Embeddings in Data Augmentation for Legal Texts

Sezen Perçin, Andrea Galassi, Francesca Lagioia, Federico Ruggeri, Piera Santin

ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US

Gil Semo, Dor Bernsohn, Ben Hagag, Gila Hayat, Joel Niklaus

On What it Means to Pay Your Fair Share: Towards Automatically Mapping Different Conceptions of Tax Justice in Legal Research Literature

Reto Gubelmann, Peter Hongler, Elina Margadant, Siegfried Handschuh

On Breadth Alone: Improving the Precision of Terminology Extraction Systems on Patent Corpora

Sean Nordquist, Adam Meyers

The MRL 2022 Shared Task on Multilingual Clause-level Morphology

Omer Goldman, Francesco Tinner, Hila Gonen, Benjamin Muller, Victoria Basmov

Average Is Not Enough: Caveats of Multilingual Evaluation

Matúš Pikuliak, Marian Simko

Towards Improved Distantly Supervised Multilingual Named-Entity Recognition for Tweets

Ramy Eskander, Shubhanshu Mishra, Sneha Mehta, Sofia Samaniego, Aria Haghighi

Impact of Sequence Length and Copying on Clause-Level Inflection

Badr Jaidi, Utkarsh Saboo, Xihan Wu, Garrett Nicolai, Miikka Silfverberg

Transformers on Multilingual Clause-Level Morphology

Emre Can Acikgoz, Tilek Chubakov, Müge Kural, Gözde Şahin, Deniz Yuret

MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask Learning

Luke Gessler, Amir Zeldes

How Language-Dependent is Emotion Detection? Evidence from Multilingual BERT

Luna De Bruyne, Pranaydeep Singh, Orphee De Clercq, Els Lefever, Véronique Hoste

Comparative Analysis of Cross-lingual Contextualized Word Embeddings

Hossain Shaikh Saadi, Viktor Hangya, Tobias Eder, Alexander Fraser

Rule-Based Clause-Level Morphology for Multiple Languages

Tillmann Dönicke

Zero-shot Cross-Language Transfer of Monolingual Entity Linking Models

Elliot Schumacher, James Mayfield, Mark Dredze

Zero-shot Cross-Lingual Counterfactual Detection via Automatic Extraction and Prediction of Clue Phrases

Asahi Ushio, Danushka Bollegala

Few-Shot Cross-Lingual Learning for Event Detection

Luis Guzman Nateras, Viet Lai, Franck Dernoncourt, Thien Nguyen

Entity Retrieval from Multilingual Knowledge Graphs

Saher Esmeir, Arthur Câmara, Edgar Meij

Massively Multilingual Natural Language Understanding 2022 (MMNLU-22) Workshop and Competition

Jack Fitzgerald, Christopher Hench, Charith Peris, Kay Rottmann

Machine Translation for Multilingual Intent Detection and Slots Filling

Maxime De Bruyn, Ehsan Lotfi, Jeska Buhmann, Walter Daelemans

C5L7: A Zero-Shot Algorithm for Intent and Slot Detection in Multilingual Task Oriented Languages

Jiun-hao Jhan, Qingxiaoyang Zhu, Nehal Bengre, Tapas Kanungo

Zero-Shot Cross-Lingual Sequence Tagging as Seq2Seq Generation for Joint Intent Classification and Slot Filling

Fei Wang, Kuan-Hao Huang, Anoop Kumar, Aram Galstyan, Greg Ver Steeg

Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions

Donato Crisostomi, Alessandro Manzotti, Enrico Palumbo, Davide Bernardi, Sarah Campbell

HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding

Bo Zheng, Zhouyang Li, Fuxuan Wei, Qiguang Chen, Libo Qin

Byte-Level Massively Multilingual Semantic Parsing

Massimo Nicosia, Francesco Piccinno

Fine-grained Multi-lingual Disentangled Autoencoder for Language-agnostic Representation Learning

Zetian Wu, Zhongkai Sun, Zhengyang Zhao, Sixing Lu, Chengyuan Ma

Robust Domain Adaptation for Pre-trained Multilingual Neural Machine Translation Models

Mathieu Grosso, Alexis Mathey, Pirashanth Ratnamogan, William Vanhuffel, Michael Fotso

End-to-End Evaluation of a Spoken Dialogue System for Learning Basic Mathematics

Eda Okur, Saurav Sahay, Roddy Fuentes Alba, Lama Nachman

Extracting Operator Trees from Model Embeddings

Anja Reusch, Wolfgang Lehner

Numerical Correlation in Text

Daniel Spokoyny, Chien-Sheng Wu, Caiming Xiong

Towards Autoformalization of Mathematics and Code Correctness: Experiments with Elementary Proofs

Garett Cunningham, Răzvan Bunescu, David Juedes

Induced Natural Language Rationales and Interleaved Markup Tokens Enable Extrapolation in Large Language Models

Mirelle Candida Bueno, Carlos Gemmell, Jeff Dalton, Roberto Lotufo, Rodrigo Nogueira

Investigating Math Word Problems using Pretrained Multilingual Language Models

Minghuan Tan, Lei Wang, Lingxiao Jiang, Jing Jiang

Tracing and Manipulating intermediate values in Neural Math Problem Solvers

Yuta Matsumoto, Benjamin Heinzerling, Masashi Yoshikawa, Kentaro Inui

Integration of Heterogeneous Knowledge Sources for Biomedical Text Processing

Parsa Bagherzadeh, Sabine Bergler

Condition-Treatment Relation Extraction on Disease-related Social Media Data

Sichang Tu, Stephen Doogan, Jinho D. Choi

Enriching Deep Learning with Frame Semantics for Empathy Classification in Medical Narrative Essays

Priyanka Dey, Roxana Girju

A Knowledge-Graph-Based Intrinsic Test for Benchmarking Medical Concept Embeddings and Pretrained Language Models

Claudio Aracena, Fabián Villena, Matías Rojas, Jocelyn Dunstan

Exploring Hybrid and Ensemble Models for Multiclass Prediction of Mental Health Status on Social Media

Sourabh Zanwar, Daniel Wiechmann, Yu Qiao, Elma Kerz

A Quantitative and Qualitative Analysis of Schizophrenia Language

Amal Alqahtani, Efsun Sarioglu Kayi, Sardar Hamidian, Michael Compton, Mona Diab

How Long Is Enough? Exploring the Optimal Intervals of Long-Range Clinical Note Language Modeling

Samuel Cahyawijaya, Bryan Wilie, Holy Lovenia, Huan Zhong, MingQian Zhong

Improving information fusion on multimodal clinical data in classification settings

Sneha Jha, Erik Mayer, Mauricio Barahona

Curriculum-guided Abstractive Summarization for Mental Health Online Posts

Sajad Sotudeh, Nazli Goharian, Hanieh Deilamsalehy, Franck Dernoncourt

Divide and Conquer: An Extreme Multi-Label Classification Approach for Coding Diseases and Procedures in Spanish

Jose Barros, Matías Rojas, Jocelyn Dunstan, Andres Abeliuk

DDI-MuG: Multi-aspect Graphs for Drug-Drug Interaction Extraction

jie Yang, Yihao Ding, Siqu Long, Josiah Poon, Soyeon Caren Han

Automatic Patient Note Assessment without Strong Supervision

Jianing Zhou, Vyom Nayan Thakkar, Rachel Yudkowsky, Suma Bhat, William F. Bond

Parameter Efficient Transfer Learning for Suicide Attempt and Ideation Detection

Bhanu Pratap Singh Rawat, Hong Yu

BERT for Long Documents: A Case Study of Automated ICD Coding

Arash Afkanpour, Shabir Adeel, Hansenclever Bassani, Arkady Epshteyn, Hongbo Fan

Proxy-based Zero-Shot Entity Linking by Effective Candidate Retrieval

Maciej Wiatrak, Eirini Arvaniti, Angus Brayne, Jonas Vetterle, Aaron Sim

BioSimCSE: BioMedical Sentence Embeddings using Contrastive learning

Kamal raj Kanakarajan, Bhuvana Kundumani, Abhijith Abraham, Malaikannan Sankarasubbu

Specializing Static and Contextual Embeddings in the Medical Domain Using Knowledge Graphs: Let’s Keep It Simple

Hicham El Boukkouri, Olivier Ferret, Thomas Lavergne, Pierre Zweigenbaum

Building a Clinically-Focused Problem List From Medical Notes

Amir Feder, Itay Laish, Shashank Agarwal, Uri Lerner, Avel Atias

Section Classification in Clinical Notes with Multi-task Transformers

Fan Zhang, Itay Laish, Ayelet Benjamini, Amir Feder

A Large-Scale Dataset for Biomedical Keyphrase Generation

Maël Houbre, Florian Boudin, Béatrice Daille

FrenchMedMCQA: A French Multiple-Choice Question Answering Dataset for Medical domain

Yanis Labrak, Adrien Bazoge, Richard Dufour, Béatrice Daille, Pierre-Antoine Gourraud

Distinguishing between focus and background entities in biomedical corpora using discourse structure and transformers

Antonio Jimeno Yepes, Karin Verspoor

Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes?

Byung-Hak Kim, Zhongfen Deng, Philip Yu, Varun Ganapathi

Assessing the Limits of Straightforward Models for Nested Named Entity Recognition in Spanish Clinical Narratives

Matías Rojas, Casimiro Pio Carrino, Aitor Gonzalez-Agirre, Jocelyn Dunstan, Marta Villegas

Exploring the Influence of Dialog Input Format for Unsupervised Clinical Questionnaire Filling

Farnaz Ghassemi Toudeshki, Anna Liednikova, Philippe Jolivet, Claire Gardent

Don’t Say What You Don’t Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search

DANIEL KING, Zejiang Shen, Nishant Subramani, Daniel S. Weld, Iz Beltagy

What Makes Data-to-Text Generation Hard for Pretrained Language Models?

Moniba Keymanesh, Adrian Benton, Mark Dredze

Exploring a POS-based Two-stage Approach for Improving Low-Resource AMR-to-Text Generation

Marco Antonio Sobrevilla Cabezudo, Thiago Pardo

Narrative Why-Question Answering: A Review of Challenges and Datasets

Emil Kalbaliyev, Kairit Sirts

What Was Your Name Again? Interrogating Generative Conversational Models For Factual Consistency Evaluation

Ehsan Lotfi, Maxime De Bruyn, Jeska Buhmann, Walter Daelemans

20Q: Overlap-Free World Knowledge Benchmark for Language Models

Maxime De Bruyn, Ehsan Lotfi, Jeska Buhmann, Walter Daelemans

Do Decoding Algorithms Capture Discourse Structure in Multi-Modal Tasks? A Case Study of Image Paragraph Generation

Nikolai Ilinykh, Simon Dobnik

Improving Dialogue Act Recognition with Augmented Data

Khyati Mahajan, Soham Parikh, Quaizar Vohra, Mitul Tiwari, Samira Shaikh

Error Analysis of ToTTo Table-to-Text Neural NLG Models

Barkavi Sundararajan, Somayajulu Sripada, Ehud Reiter

Coherent Long Text Generation by Contrastive Soft Prompt

Guandan Chen, Jiashu Pu, Yadong Xi, Rongsheng Zhang

Factual Error Correction for Abstractive Summaries Using Entity Retrieval

Hwanhee Lee, Cheoneum Park, Seunghyun Yoon, Trung Bui, Franck Dernoncourt

Assessing Inter-metric Correlation for Multi-document Summarization Evaluation

Michael Ridenour, Ameeta Agrawal, Olubusayo Olabisi

Multilingual Social Media Text Generation and Evaluation with Few-Shot Prompting

Mack Blackburn

Measuring the Measuring Tools: An Automatic Evaluation of Semantic Metrics for Text Corpora

George Kour, Samuel Ackerman, Eitan Daniel Farchi, Orna Raz, Boaz Carmeli

What’s in a (dataset’s) name? The case of BigPatent

Silvia Casola, Alberto Lavelli, Horacio Saggion

A Survey of Recent Error Annotation Schemes for Automatically Generated Text

Rudali Huidrom, Anya Belz

Control Prefixes for Parameter-Efficient Text Generation

Jordan Clive, Kris Cao, Marek Rei

GiCCS: A German in-Context Conversational Similarity Benchmark

Shima Asaadi, Zahra Kolagar, Alina Liebel, Alessandra Zarcone

Most NLG is Low-Resource: here’s what we can do about it

David M. Howcroft, Dimitra Gkatzia

Improved Evaluation of Automatic Source Code Summarisation

Jesse Phillips, David Bowes, Mahmoud El-Haj, Tracy Hall

Answerability: A custom metric for evaluating chatbot performance

Pranav Gupta, Anand A. Rajasekar, Amisha Patel, Mandar Kulkarni, Alexander Sunell

On reporting scores and agreement for error annotation tasks

Maja Popović, Anya Belz

Nearest Neighbor Language Models for Stylistic Controllable Generation

Severino Trotta, Lucie Flek, Charles Welch

Human perceiving behavior modeling in evaluation of code generation models

Sergey Kovalchuk, Vadim Lomshakov, Artem Aliev

T5QL: Taming language models for SQL generation

Samuel David Arcadinho, David Aparicio, Hugo Veiga, Antonio Alegria

A Corpus and Evaluation for Predicting Semi-Structured Human Annotations

Andreas Marfurt, Ashley Thornton, David Sylvan, Lonneke van der Plas, James Henderson

Unsupervised Token-level Hallucination Detection from Summary Generation By-products

Andreas Marfurt, James Henderson

Towards Attribute-Entangled Controllable Text Generation: A Pilot Study of Blessing Generation

Shulin Huang, Shirong Ma, Yinghui Li, Li Yangning, Shiyang Lin

Plug-and-Play Recipe Generation with Content Planning

Yinhong Liu, Yixuan Su, Ehsan Shareghi, Nigel Collier