Saab Mansour
35 papers · 2012–2026 · 7 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (72) π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
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(10)
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(2)
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Topic Evolution
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Prolific Year Β· Productive
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The Questioner
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Century Club Β· Bronze
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Research topics
Natural Language Processing
(23)
Machine Learning
(20)
Learning Types Β· Machine Learning
(17)
Artificial Intelligence
(15)
Generation
(14)
Applications
(12)
Deep Learning
(11)
Core AI
(10)
Resources & Methods
(9)
Application Areas
(6)
Core Methods
(6)
Learning Paradigms
(6)
Learning Types Β· Deep Learning
(6)
Models
(5)
Optimization & Theory
(2)
Keywords
large language model
(8)
cross-lingual transfer
(5)
intent classification
(3)
hallucination detection
(3)
dialogue system
(3)
multilingual model
(2)
benchmark evaluation
(2)
dialogue summarization
(2)
domain adaptation
(2)
synthetic data generation
(2)
noise robustness
(2)
language model
(2)
contrastive learning
(2)
text summarization
(2)
machine translation
(2)
text generation
(2)
multilingual nlp
(2)
data augmentation
(2)
task-oriented dialogue
(2)
generative model
(2)
Papers
Active Generalized Category Discovery with Diverse LLM Feedback
EACL 2026
Multilingual Self-Taught Faithfulness Evaluators
EACL 2026
DeAL: Decoding-time Alignment for Large Language Models
ACL 2025
DFLOW: Diverse Dialogue Flow Simulation with Large Language Models
ACL 2025
Faithful, Unfaithful or Ambiguous? Multi-Agent Debate with Initial Stance for Summary Evaluation
NAACL 2025
Findings of the WMT25 Multilingual Instruction Shared Task: Persistent Hurdles in Reasoning, Generation, and Evaluation
EMNLP 2025
MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization
EMNLP 2025
MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented Generation
ACL 2025
PAARS: Persona Aligned Agentic Retail Shoppers
ACL 2025
Structured List-Grounded Question Answering
COLING 2025
Can Your Model Tell a Negation from an Implicature? Unravelling Challenges With Intent Encoders
ACL 2024
CERET: Cost-Effective Extrinsic Refinement for Text Generation
NAACL 2024
Eliciting Better Multilingual Structured Reasoning from LLMs through Code
ACL 2024
FineSurE: Fine-grained Summarization Evaluation using LLMs
ACL 2024
FLAP: Flow-Adhering Planning with Constrained Decoding in LLMs
NAACL 2024
MAGID: An Automated Pipeline for Generating Synthetic Multi-modal Datasets
NAACL 2024
Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel Selection
NAACL 2024
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization
NAACL 2024
Conversation Style Transfer using Few-Shot Learning
IJCNLP 2023
DFEE: Interactive DataFlow Execution and Evaluation Kit
AAAI 2023
Enhancing Abstractiveness of Summarization Models through Calibrated Distillation
EMNLP 2023
NatCS: Eliciting Natural Customer Support Dialogues
ACL 2023
Robustification of Multilingual Language Models to Real-world Noise in Crosslingual Zero-shot Settings with Robust Contrastive Pretraining
EACL 2023
Injecting Domain Knowledge in Language Models for Task-oriented Dialogue Systems
EMNLP 2022
Label Semantic Aware Pre-training for Few-shot Text Classification
ACL 2022
Knowledge-Driven Slot Constraints for Goal-Oriented Dialogue Systems
NAACL 2021
Nearest Neighbour Few-Shot Learning for Cross-lingual Classification
EMNLP 2021
ODIST: Open World Classification via Distributionally Shifted Instances
EMNLP 2021
On the Robustness of Intent Classification and Slot Labeling in Goal-oriented Dialog Systems to Real-world Noise
EMNLP 2021
Soft Layer Selection with Meta-Learning for Zero-Shot Cross-Lingual Transfer
ACL 2021
Using Optimal Transport as Alignment Objective for fine-tuning Multilingual Contextualized Embeddings
EMNLP 2021
End-to-End Slot Alignment and Recognition for Cross-Lingual NLU
EMNLP 2020
Spelling Correction of User Search Queries through Statistical Machine Translation
EMNLP 2015
Phrase Training Based Adaptation for Statistical Machine Translation
NAACL 2013
Jane 2: Open Source Phrase-based and Hierarchical Statistical Machine Translation
COLING 2012