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Recently an influx of studies claim emergent cognitive abilities in large language models (LLMs). Yet, most rely on anecdotes, overlook contamination of training sets, or lack systematic Evaluation involving multiple tasks, control…

Artificial Intelligence · Computer Science 2023-09-28 Ida Momennejad , Hosein Hasanbeig , Felipe Vieira , Hiteshi Sharma , Robert Osazuwa Ness , Nebojsa Jojic , Hamid Palangi , Jonathan Larson

Evaluating the quality of slide-based multimedia instruction is challenging. Existing methods like manual assessment, reference-based metrics, and large language model evaluators face limitations in scalability, context capture, or bias. In…

Computation and Language · Computer Science 2025-05-06 Joy Lim Jia Yin , Daniel Zhang-Li , Jifan Yu , Haoxuan Li , Shangqing Tu , Yuanchun Wang , Zhiyuan Liu , Huiqin Liu , Lei Hou , Juanzi Li , Bin Xu

Current conversational systems can follow simple commands and answer basic questions, but they have difficulty maintaining coherent and open-ended conversations about specific topics. Competitions like the Conversational Intelligence…

Computation and Language · Computer Science 2018-11-09 Nicolas Gontier , Koustuv Sinha , Peter Henderson , Iulian Serban , Michael Noseworthy , Prasanna Parthasarathi , Joelle Pineau

Conversational agents are exploding in popularity. However, much work remains in the area of non goal-oriented conversations, despite significant growth in research interest over recent years. To advance the state of the art in…

Social coding platforms, such as GitHub, serve as laboratories for studying collaborative problem solving in open source software development; a key feature is their ability to support issue reporting which is used by teams to discuss tasks…

Computation and Language · Computer Science 2020-11-11 Ayesha Enayet , Gita Sukthankar

Large Language Models (LLMs) have shown strong potential as conversational agents. Yet, their effectiveness remains limited by deficiencies in robust long-term memory, particularly in complex, long-term web-based services such as online…

Computation and Language · Computer Science 2026-02-03 Tiantian Chen , Jiaqi Lu , Ying Shen , Lin Zhang

The experimental landscape in natural language processing for social media is too fragmented. Each year, new shared tasks and datasets are proposed, ranging from classics like sentiment analysis to irony detection or emoji prediction.…

Computation and Language · Computer Science 2020-10-27 Francesco Barbieri , Jose Camacho-Collados , Leonardo Neves , Luis Espinosa-Anke

Large language models have transformed code generation, enabling unprecedented automation in software development. As mobile ecosystems evolve, HarmonyOS has emerged as a critical platform requiring robust development tools. Software…

Software Engineering · Computer Science 2026-02-10 Bang Xie , Senjian Zhang , Zhiyuan Peng , Wei Chen , Chenhao Ying , Yuan Luo

This study introduces \textbf{InteractEval}, a framework that integrates human expertise and Large Language Models (LLMs) using the Think-Aloud (TA) method to generate attributes for checklist-based text evaluation. By combining human…

Computation and Language · Computer Science 2025-02-21 SeongYeub Chu , JongWoo Kim , MunYong Yi

This paper presents AutoEval, a novel benchmark for scaling Large Language Model (LLM) assessment in formal tasks with clear notions of correctness, such as truth maintenance in translation and logical reasoning. AutoEval is the first…

Artificial Intelligence · Computer Science 2025-04-15 Rushang Karia , Daniel Bramblett , Daksh Dobhal , Siddharth Srivastava

One of the hallmarks of emotional intelligence is the ability to regulate emotions. Research suggests that cognitive reappraisal - a technique that involves reinterpreting the meaning of a thought or situation - can down-regulate negative…

Social and Information Networks · Computer Science 2012-04-17 Robert R. Morris , Rosalind Picard

To facilitate the research on intelligent and human-like chatbots with multi-modal context, we introduce a new video-based multi-modal dialogue dataset, called TikTalk. We collect 38K videos from a popular video-sharing platform, along with…

Computation and Language · Computer Science 2023-09-11 Hongpeng Lin , Ludan Ruan , Wenke Xia , Peiyu Liu , Jingyuan Wen , Yixin Xu , Di Hu , Ruihua Song , Wayne Xin Zhao , Qin Jin , Zhiwu Lu

The field of affective computing focuses on recognizing, interpreting, and responding to human emotions, and has broad applications across education, child development, and human health and wellness. However, developing affective computing…

Artificial Intelligence · Computer Science 2025-05-01 Emily Zhou , Khushboo Khatri , Yixue Zhao , Bhaskar Krishnamachari

The escalating volume of academic research, coupled with a shortage of qualified reviewers, necessitates innovative approaches to peer review. In this work, we propose: 1. ReviewEval, a comprehensive evaluation framework for AI-generated…

Computation and Language · Computer Science 2025-05-27 Madhav Krishan Garg , Tejash Prasad , Tanmay Singhal , Chhavi Kirtani , Murari Mandal , Dhruv Kumar

Open Domain dialog system evaluation is one of the most important challenges in dialog research. Existing automatic evaluation metrics, such as BLEU are mostly reference-based. They calculate the difference between the generated response…

Computation and Language · Computer Science 2020-09-23 Weixin Liang , James Zou , Zhou Yu

Existing LLM-as-a-Judge approaches for evaluating text generation suffer from rating inconsistencies, with low agreement and high rating variance across different evaluator models. We attribute this to subjective evaluation criteria…

Computation and Language · Computer Science 2025-11-04 Yukyung Lee , Joonghoon Kim , Jaehee Kim , Hyowon Cho , Jaewook Kang , Pilsung Kang , Najoung Kim

In this paper we introduce a novel, open domain socialbot for the Amazon Alexa Prize competition, aimed at carrying on friendly conversations with users on a variety of topics. We present our modular system, highlighting our different data…

Computation and Language · Computer Science 2018-01-08 Kevin K. Bowden , Jiaqi Wu , Shereen Oraby , Amita Misra , Marilyn Walker

While automatic dialogue tutors hold great potential in making education personalized and more accessible, research on such systems has been hampered by a lack of sufficiently large and high-quality datasets. Collecting such datasets…

Computation and Language · Computer Science 2023-10-24 Jakub Macina , Nico Daheim , Sankalan Pal Chowdhury , Tanmay Sinha , Manu Kapur , Iryna Gurevych , Mrinmaya Sachan

Human perceptual studies are the gold standard for the evaluation of many research tasks in machine learning, linguistics, and psychology. However, these studies require significant time and cost to perform. As a result, many researchers…

Human-Computer Interaction · Computer Science 2022-03-10 Max Morrison , Brian Tang , Gefei Tan , Bryan Pardo

We introduce OpenHuEval, the first benchmark for LLMs focusing on the Hungarian language and specifics. OpenHuEval is constructed from a vast collection of Hungarian-specific materials sourced from multiple origins. In the construction, we…

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