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Papers
CLARITY: A Framework and Benchmark for Conversational Language Ambiguity and Unanswerability in Interactive NL2SQL Systems
ACL 2026
Scaling Intent Understanding: A Framework for Classification with Clarification using Lightweight LLMs
EACL 2026
The Problem of Ambiguity in Table Question Answering
EACL 2026
Ambiguity and Disagreement in Abstract Meaning Representation
COLING 2025
bAI-bAI: A Context-Aware Transliteration System for Baybayin Scripts
COLING 2025
Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs
NAACL 2025
Disambiguate First, Parse Later: Generating Interpretations for Ambiguity Resolution in Semantic Parsing
ACL 2025
Disambiguation in Conversational Question Answering in the Era of LLMs and Agents: A Survey
EMNLP 2025
ECLAIR: Enhanced Clarification for Interactive Responses
AAAI 2025
ECLAIR: Enhanced Clarification for Interactive Responses in an Enterprise AI Assistant
AAAI 2025
Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation
EMNLP 2025
LLM ContextBridge: A Hybrid Approach for Intent and Dialogue Understanding in IVSR
COLING 2025
Teaching Vision-Language Models to Ask: Resolving Ambiguity in Visual Questions
ACL 2025
Who Relies More on World Knowledge and Bias for Syntactic Ambiguity Resolution: Humans or LLMs?
NAACL 2025
AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries
NeurIPS 2024
CHAmbi: A New Benchmark on Chinese Ambiguity Challenges for Large Language Models
EMNLP 2024
WSC+: Enhancing The Winograd Schema Challenge Using Tree-of-Experts
EACL 2024
Benchmarking and Improving Text-to-SQL Generation under Ambiguity
EMNLP 2023
Reasoning about Ambiguous Definite Descriptions
EMNLP 2023
Resolving Ambiguities in Text-to-Image Generative Models
ACL 2023
Tackling Ambiguity with Images: Improved Multimodal Machine Translation and Contrastive Evaluation
ACL 2023
Unpacking Ambiguous Structure: A Dataset for Ambiguous Implicit Discourse Relations for English and Egyptian Arabic
ACL 2023
Video-Helpful Multimodal Machine Translation
EMNLP 2023
Why Did the Chicken Cross the Road? Rephrasing and Analyzing Ambiguous Questions in VQA
ACL 2023
Pseudo Ambiguous and Clarifying Questions Based on Sentence Structures Toward Clarifying Question Answering System
ACL 2022