Analyzing Gambling Addictions: A Spanish Corpus for Understanding Pathological Behavior (2025.findings-emnlp)
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| Challenge: | a new study examines the interaction between natural language use and gambling disorders. |
| Approach: | They build a new corpus of sentences that are searched and compared using top-k pooling to form the assessment pools of sentences. |
| Outcome: | The proposed model is based on a new corpus of sentences in spanish . |
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MentalRiskES: A New Corpus for Early Detection of Mental Disorders in Spanish (2024.lrec-main)
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Alba M. Mármol Romero, Adrián Moreno Muñoz, Flor Miriam Plaza-del-Arco, M. Dolores Molina González, María Teresa Martín Valdivia, L. Alfonso Ureña-López, Arturo Montejo Ráez
| Challenge: | Existing studies on the prevalence of mental disorders on the Web are limited to the English language. |
| Approach: | They propose to use user messages posted on Telegram groups to annotate the corpus for natural language processing and to conduct experiments on text classification and regression. |
| Outcome: | The proposed corpus contains over 1,300 subjects with more than 45,000 messages posted in different public Telegram groups. |
Tutorial Proposal: Hallucination in Large Language Models (2024.lrec-tutorials)
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| Challenge: | Grasping the intricacies of hallucination in LLMs can be daunting, especially for those new to the field. |
| Approach: | This tutorial aims to bridge the gap between the field and the field of hallucination . it will explore the key aspects of hallucinonation, including benchmarking, detection, and mitigation techniques . |
| Outcome: | This tutorial will explore the key aspects of hallucination in LLMs . it will also explore the specific constraints and shortcomings of current approaches . |
Proceedings of the Thirteenth Workshop on Graph-Based Methods for Natural Language Processing (TextGraphs-13) (D19-53)
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| Challenge: | TextGraphs is a workshop on graph-based methods for natural language processing . the workshop is being organized in conjunction with the 9th International Joint Conference on Natural Language Processing . |
| Approach: | TextGraphs is the 13th edition of the Workshop on Graph-Based Methods for Natural Language Processing . the workshop promotes synergy between GT and natural language processing . |
| Outcome: | the 2013 edition of TextGraphs is being held in conjunction with the 9th International Joint Conference on Natural Language Processing in Hong Kong. |
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: Tutorial Abstracts (2021.acl-tutorials)
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| Challenge: | . - (EN) |
| Approach: | . - (EN) |
| Outcome: | . - (EN) |
The Troubling Emergence of Hallucination in Large Language Models - An Extensive Definition, Quantification, and Prescriptive Remediations (2023.emnlp-main)
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Vipula Rawte, Swagata Chakraborty, Agnibh Pathak, Anubhav Sarkar, S.M Towhidul Islam Tonmoy, Aman Chadha, Amit Sheth, Amitava Das
| Challenge: | Recent advances in Large Language Models have generated widespread acclaim, but hallucination has also emerged as a by-product. |
| Approach: | They propose a fine-grained discourse on profiling hallucination based on its degree, orientation, and category . they categorize hallucines into six types: acronym ambiguity, generated golem, virtual voice, geographic erratum, time wrap . |
| Outcome: | The proposed method categorizes hallucination into six types based on their degree, orientation, and category . |
Proceedings of the 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 5: Tutorial Abstracts) (2025.naacl-tutorial)
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| Challenge: | NAACL 2025 tutorial sessions are a cornerstone event of the conference . tutorials are designed to equip you with the latest insights, tools, and methodologies . |
| Approach: | NAACL 2025 will host a tutorial session on computational linguistics and natural language processing . the tutorials are a cornerstone event of the conference . |
| Outcome: | the tutorial sessions at NAACL 2025 are a cornerstone event of the conference . each submission received a thorough evaluation by a panel of two to three reviewers . |
Guilt by Association: Emotion Intensities in Lexical Representations (2021.emnlp-main)
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| Challenge: | linguistic models have a higher correlation with human ground truth ratings than labeled data . word vectors have often been evaluated on standard word relatedness benchmarks . |
| Approach: | They propose to use unsupervised, supervised, and finally supervised methods to extract emotional associations from pretrained vectors and models. |
| Outcome: | The proposed method shows higher correlation with ground truth ratings than state-of-the-art lexicons based on labeled data. |
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: System Demonstrations (2021.acl-demo)
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| Challenge: | ACL-IJCNLP 2021 will be an online conference . submissions range from early prototypes to mature production-ready systems . |
| Approach: | the ACL-IJCNLP 2021 will be an online conference . the system demonstration track invites submissions ranging from early prototypes to mature production-ready systems. |
| Outcome: | the ACL-IJCNLP 2021 system demonstration track received 133 submissions . the submission rate was 32.3% . |
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 5: Tutorial Abstracts) (2024.naacl-tutorials)
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| Challenge: | NAACL 2024 tutorial sessions are a cornerstone event of the conference . a total of 27 tutorial submissions were received, and 6 were selected for presentation . |
| Approach: | NAACL 2024 will host a tutorial session featuring top-notch researchers . the tutorials aim to equip attendees with the latest tools and methodologies . a total of 27 tutorial submissions were received, and 6 were selected for presentation . |
| Outcome: | the tutorial sessions are a cornerstone event of the conference . the call, submission, reviewing, and selection of tutorials were coordinated . a total of 27 tutorial submissions were received, and 6 were selected for presentation . |
Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 3: Industry Track) (2025.naacl-industry)
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| Challenge: | . - (EN) |
| Approach: | . - (EN) |
| Outcome: | . - (EN) |