Papers Coreference Resolution
“Coreference Resolution” 태그가 달린 논문 924편 · 필터 해제
Investigating Intersectional Bias in Large Language Models using Confidence Disparities in Coreference Resolution
Large language models (LLMs) have achieved impressive performance, leading to their widespread adoption as decision-support tools in resource-constrained contexts like hiring and admissions. There is, however, scientific…
Coreference ResolutionLogical ReasoningTrusted Knowledge Extraction for Operations and Maintenance Intelligence
Deriving operational intelligence from organizational data repositories is a key challenge due to the dichotomy of data confidentiality vs data integration objectives, as well as the limitations of Natural Language Proce…
Coreference ResolutionRelation ExtractionEntity LinkingBOOKCOREF: Coreference Resolution at Book Scale
Coreference Resolution systems are typically evaluated on benchmarks containing small- to medium-scale documents. When it comes to evaluating long texts, however, existing benchmarks, such as LitBank, remain limited in l…
Coreference ResolutionFrom Ambiguity to Accuracy: The Transformative Effect of Coreference Resolution on Retrieval-Augmented Generation systems
Retrieval-Augmented Generation (RAG) has emerged as a crucial framework in natural language processing (NLP), improving factual consistency and reducing hallucinations by integrating external document retrieval with larg…
Coreference ResolutionCORE-KG: An LLM-Driven Knowledge Graph Construction Framework for Human Smuggling Networks
Human smuggling networks are increasingly adaptive and difficult to analyze. Legal case documents offer valuable insights but are unstructured, lexically dense, and filled with ambiguous or shifting references-posing cha…
coreference-resolutionCoreference Resolutiongraph constructionDisambiguating Reference in Visually Grounded Dialogues through Joint Modeling of Textual and Multimodal Semantic Structures
Multimodal reference resolution, including phrase grounding, aims to understand the semantic relations between mentions and real-world objects. Phrase grounding between images and their captions is a well-established tas…
coreference-resolutionCoreference ResolutionPhrase GroundingMultimodal Coreference Resolution for Chinese Social Media Dialogues: Dataset and Benchmark Approach
Multimodal coreference resolution (MCR) aims to identify mentions referring to the same entity across different modalities, such as text and visuals, and is essential for understanding multimodal content. In the era of r…
coreference-resolutionCoreference ResolutionLong-context Non-factoid Question Answering in Indic Languages
Question Answering (QA) tasks, which involve extracting answers from a given context, are relatively straightforward for modern Large Language Models (LLMs) when the context is short. However, long contexts pose challeng…
coreference-resolutionCoreference ResolutionOpen Information ExtractionQuestion AnsweringRAKG:Document-level Retrieval Augmented Knowledge Graph Construction
With the rise of knowledge graph based retrieval-augmented generation (RAG) techniques such as GraphRAG and Pike-RAG, the role of knowledge graphs in enhancing the reasoning capabilities of large language models (LLMs) h…
coreference-resolutionCoreference ResolutionEntity Disambiguationgraph construction+4Cross-Document Contextual Coreference Resolution in Knowledge Graphs
Coreference resolution across multiple documents poses a significant challenge in natural language processing, particularly within the domain of knowledge graphs. This study introduces an innovative method aimed at ident…
coreference-resolutionCoreference ResolutionCross Document Coreference ResolutionEntity Linking+1A Rule Based Solution to Co-reference Resolution in Clinical Text
Objective: The aim of this study was to build an effective co-reference resolution system tailored for the biomedical domain. Materials and Methods: Experiment materials used in this study is provided by the 2011 i2b2 Na…
coreference-resolutionCoreference ResolutionLegalCore: A Dataset for Legal Documents Event Coreference Resolution
Recognizing events and their coreferential mentions in a document is essential for understanding semantic meanings of text. The existing research on event coreference resolution is mostly limited to news articles. In thi…
Articlescoreference-resolutionCoreference ResolutionEvent Coreference Resolution+1DR.GAP: Mitigating Bias in Large Language Models using Gender-Aware Prompting with Demonstration and Reasoning
Large Language Models (LLMs) exhibit strong natural language processing capabilities but also inherit and amplify societal biases, including gender bias, raising fairness concerns. Existing debiasing methods face signifi…
coreference-resolutionCoreference ResolutionFairnessReverse Probing: Evaluating Knowledge Transfer via Finetuned Task Embeddings for Coreference Resolution
In this work, we reimagine classical probing to evaluate knowledge transfer from simple source to more complex target tasks. Instead of probing frozen representations from a complex source task on diverse simple target p…
coreference-resolutionCoreference Resolutionnamed-entity-recognitionNamed Entity Recognition+4The Role of Natural Language Processing Tasks in Automatic Literary Character Network Construction
The automatic extraction of character networks from literary texts is generally carried out using natural language processing (NLP) cascading pipelines. While this approach is widespread, no study exists on the impact of…
coreference-resolutionCoreference Resolutionnamed-entity-recognitionNamed Entity Recognition+2IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs
Recent evaluations of LLMs on coreference resolution have revealed that traditional output formats and evaluation metrics do not fully capture the models' referential understanding. To address this, we introduce Identify…
coreference-resolutionCoreference ResolutionMultiple-choiceData-driven Coreference-based Ontology Building
While coreference resolution is traditionally used as a component in individual document understanding, in this work we take a more global view and explore what can we learn about a domain from the set of all document-le…
coreference-resolutionCoreference Resolutiondocument understandingFindings of the Third Shared Task on Multilingual Coreference Resolution
The paper presents an overview of the third edition of the shared task on multilingual coreference resolution, held as part of the CRAC 2024 workshop. Similarly to the previous two editions, the participants were challen…
coreference-resolutionCoreference ResolutionSolving the Challenge Set without Solving the Task: On Winograd Schemas as a Test of Pronominal Coreference Resolution
Challenge sets such as the Winograd Schema Challenge (WSC) are used to benchmark systems' ability to resolve ambiguities in natural language. If one assumes as in existing work that solving a given challenge set is at le…
coreference-resolutionCoreference ResolutionHow Language Models Prioritize Contextual Grammatical Cues?
Transformer-based language models have shown an excellent ability to effectively capture and utilize contextual information. Although various analysis techniques have been used to quantify and trace the contribution of s…
coreference-resolutionCoreference ResolutionDecoder