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Enthymemes are defined as arguments where a premise or conclusion is left implicit. We tackle the task of generating the implicit premise in an enthymeme, which requires not only an understanding of the stated conclusion and premise but…

计算与语言 · 计算机科学 2021-09-14 Tuhin Chakrabarty , Aadit Trivedi , Smaranda Muresan

Manually designing cloze test consumes enormous time and efforts. The major challenge lies in wrong option (distractor) selection. Having carefully-design distractors improves the effectiveness of learner ability assessment. As a result,…

计算与语言 · 计算机科学 2024-03-18 Shang-Hsuan Chiang , Ssu-Cheng Wang , Yao-Chung Fan

We present the IndicNLP corpus, a large-scale, general-domain corpus containing 2.7 billion words for 10 Indian languages from two language families. We share pre-trained word embeddings trained on these corpora. We create news article…

Instruction-following benchmarks remain predominantly English-centric, leaving a critical evaluation gap for the hundreds of millions of Indic language speakers. We introduce IndicIFEval, a benchmark evaluating constrained generation of…

计算与语言 · 计算机科学 2026-02-26 Thanmay Jayakumar , Mohammed Safi Ur Rahman Khan , Raj Dabre , Ratish Puduppully , Anoop Kunchukuttan

Large language models produce repetitive output when prompted independently across many batches, a phenomenon we term cross-batch mode collapse: the progressive loss of output diversity when a language model is prompted repeatedly without…

计算与语言 · 计算机科学 2026-04-09 Ryan Lingo , Rajeev Chhajer

A major open problem in neural machine translation (NMT) is the translation of idiomatic expressions, such as "under the weather". The meaning of these expressions is not composed by the meaning of their constituent words, and NMT models…

计算与语言 · 计算机科学 2022-10-11 Christos Baziotis , Prashant Mathur , Eva Hasler

Engagement and motivation are crucial for second-language acquisition, yet maintaining learner interest in educational conversations remains a challenge. While prior research has explored what makes educational texts interesting, still…

计算与语言 · 计算机科学 2025-09-18 Xingwei Tan , Mahathi Parvatham , Chiara Gambi , Gabriele Pergola

Word embeddings are a core component of modern natural language processing systems, making the ability to thoroughly evaluate them a vital task. We describe DiaLex, a benchmark for intrinsic evaluation of dialectal Arabic word embedding.…

In this work, we describe our team's approach to eRisk's 2025 Task 1: Search for Symptoms of Depression. Given a set of sentences and the Beck's Depression Inventory - II (BDI) questionnaire, participants were tasked with submitting up to…

计算与语言 · 计算机科学 2025-06-04 Diogo A. P. Nunes , Eugénio Ribeiro

Current state-of-the-art nonparametric Bayesian text clustering methods model documents through multinomial distribution on bags of words. Although these methods can effectively utilize the word burstiness representation of documents and…

机器学习 · 计算机科学 2018-12-03 Tiehang Duan , Qi Lou , Sargur N. Srihari , Xiaohui Xie

Multilingual intent classification is central to customer-service systems on global logistics platforms, where models must process noisy user queries across languages and hierarchical label spaces. Yet most existing multilingual benchmarks…

计算与语言 · 计算机科学 2026-03-25 Haoyu He , Jinyu Zhuang , Haoran Chu , Shuhang Yu , J , T AI Group , Hao Wang , Kunpeng Han

Encoder-decoder models typically only employ words that are frequently used in the training corpus to reduce the computational costs and exclude noise. However, this vocabulary set may still include words that interfere with learning in…

计算与语言 · 计算机科学 2018-05-30 Satoru Katsumata , Yukio Matsumura , Hayahide Yamagishi , Mamoru Komachi

The long-standing goal of Artificial Intelligence (AI) has been to create human-like conversational systems. Such systems should have the ability to develop an emotional connection with the users, hence emotion recognition in dialogues is…

计算与语言 · 计算机科学 2022-05-30 Gopendra Vikram Singh , Priyanshu Priya , Mauajama Firdaus , Asif Ekbal , Pushpak Bhattacharyya

Citation sentimet analysis is one of the little studied tasks for scientometric analysis. For citation analysis, we developed eight datasets comprising citation sentences, which are manually annotated by us into three sentiment polarities…

计算与语言 · 计算机科学 2020-05-12 Vishal Vyas , Kumar Ravi , Vadlamani Ravi , V. Uma , Srirangaraj Setlur , Venu Govindaraju

State of the art natural language processing tools are built on context-dependent word embeddings, but no direct method for evaluating these representations currently exists. Standard tasks and datasets for intrinsic evaluation of…

Word embeddings are a popular approach to unsupervised learning of word relationships that are widely used in natural language processing. In this article, we present a new set of embeddings for medical concepts learned using an extremely…

Human processing of idioms relies on understanding the contextual sentences in which idioms occur, as well as language-intrinsic features such as frequency and speaker-intrinsic factors like familiarity. While LLMs have shown high…

计算与语言 · 计算机科学 2025-07-17 Maggie Mi , Aline Villavicencio , Nafise Sadat Moosavi

Tense inconsistency frequently occurs in machine translation. However, there are few criteria to assess the model's mastery of tense prediction from a linguistic perspective. In this paper, we present a parallel tense test set, containing…

计算与语言 · 计算机科学 2023-05-24 Yiming Ai , Zhiwei He , Kai Yu , Rui Wang

We introduce a synthetic dataset called Sentences Involving Complex Compositional Knowledge (SICCK) and a novel analysis that investigates the performance of Natural Language Inference (NLI) models to understand compositionality in logic.…

计算与语言 · 计算机科学 2025-10-21 Sushma Anand Akoju , Robert Vacareanu , Haris Riaz , Eduardo Blanco , Mihai Surdeanu

This paper presents a high-quality dataset for evaluating the quality of Bangla word embeddings, which is a fundamental task in the field of Natural Language Processing (NLP). Despite being the 7th most-spoken language in the world, Bangla…

计算与语言 · 计算机科学 2023-04-11 Mousumi Akter , Souvika Sarkar , Shubhra Kanti Karmaker Santu
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