Saad Mahamood
10 papers · 2021–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🐣 Hot Topic Early Bird 🗺️ Taxonomy Completionist (15)
👥
Mega-Team · Legion
❓
The Questioner
💎
Century Club · Bronze
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Natural Language Processing
(6)
Generation
(5)
Artificial Intelligence
(4)
Machine Learning
(3)
Core AI
(3)
Optimization & Theory
(2)
Resources & Methods
(2)
Computer Science
(1)
Application Areas
(1)
Applications · Natural Language Processing
(1)
Applications · Computer Science
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types
(1)
Keywords
human evaluation
(6)
natural language generation
(4)
summarization evaluation
(2)
evaluation metric
(2)
evaluation methodology
(2)
annotation quality
(2)
large language model
(2)
inter-annotator agreement
(2)
text summarization
(2)
user interface
(1)
reproducibility study
(1)
end-to-end approach
(1)
automated metric
(1)
user experience
(1)
experimental methodology
(1)
nlp research
(1)
referring expression generation
(1)
pyramid evaluation
(1)
span annotation
(1)
annotator quality
(1)
Papers
LLMs as Span Annotators: A Comparative Study of LLMs and Humans
EACL 2026
Lessons from a User Experience Evaluation of NLP Interfaces
NAACL 2025
Real-World Summarization: When Evaluation Reaches Its Limits
EMNLP 2025
On the Role of Summary Content Units in Text Summarization Evaluation
NAACL 2024
ReproHum #0124-03: Reproducing Human Evaluations of end-to-end approaches for Referring Expression Generation
COLING 2024
A Needle in a Haystack: An Analysis of High-Agreement Workers on MTurk for Summarization
ACL 2023
Missing Information, Unresponsive Authors, Experimental Flaws: The Impossibility of Assessing the Reproducibility of Previous Human Evaluations in NLP
EACL 2023
GEMv2: Multilingual NLG Benchmarking in a Single Line of Code
EMNLP 2022
It’s Commonsense, isn’t it? Demystifying Human Evaluations in Commonsense-Enhanced NLG Systems
EACL 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
ACL 2021