Luca Soldaini

39 papers · 2015–2025 · 13 conferences · across top CS/AI conferences

Achievements

🏃 Academic Marathon (10) 🐝 Cross-Pollinator (12) 🗺️ Taxonomy Completionist (57) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌈 Renaissance Researcher (6) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (13) 🤝 Dynamic Duo (17) 🏆 Grand Slam 👥 Mega-Team (60) 🔬 Deep Specialist (10) 🧬 Topic Evolution 🗃️ Keyword Collector (143) ❓ The Questioner (3) ⚡ Prolific Year (10) 🔥 Unstoppable (6) 💎 Century Club (39)

Conferences

EMNLP (8) ACL (7) NAACL (6) EACL (3) ICLR (3) COLING (2) ICML (2) IJCNLP (2) NIPS (2) AAAI (1) AACL (1) CVPR (1) SEMEVAL (1)

Top co-authors

Kyle Lo (17) Arman Cohan (13) Alessandro Moschitti (10) Dirk Groeneveld (9) Hannaneh Hajishirzi (9) Jesse Dodge (7) Noah A. Smith (6) Akshita Bhagia (6) Niklas Muennighoff (6) Oyvind Tafjord (5)

Keywords

question answering (8) large language model (6) answer sentence selection (5) text classification (4) language model (4) information retrieval (4) data curation (3) multimodal learning (3) instruction following (3) document retrieval (3) data filtering (2) domain adaptation (2) knowledge distillation (2) information extraction (2) machine reading comprehension (2) transfer learning (2) mathematical reasoning (2) text generation (2) model compression (2) training datum (2)

Papers

OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens ACL 2025

Organize the Web: Constructing Domains Enhances Pre-Training Data Curation ICML 2025

DataDecide: How to Predict Best Pretraining Data with Small Experiments ICML 2025

Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models CVPR 2025

OLMoE: Open Mixture-of-Experts Language Models ICLR 2025

RouterRetriever: Routing over a Mixture of Expert Embedding Models AAAI 2025

SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025

Language models scale reliably with over-training and on downstream tasks ICLR 2025

FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions NAACL 2025

DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students’ Hand-Drawn Math Images NAACL 2025

MathFish: Evaluating Language Model Math Reasoning via Grounding in Educational Curricula EMNLP 2024

What's In My Big Data? ICLR 2024

AboutMe: Using Self-Descriptions in Webpages to Document the Effects of English Pretraining Data Filters ACL 2024

Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research ACL 2024

OLMo: Accelerating the Science of Language Models ACL 2024

KIWI: A Dataset of Knowledge-Intensive Writing Instructions for Answering Research Questions ACL 2024

When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets EACL 2024

Paloma: A Benchmark for Evaluating Language Model Fit NIPS 2024

DataComp-LM: In search of the next generation of training sets for language models NIPS 2024

Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval EMNLP 2023

A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documents EMNLP 2023

Embedding Recycling for Language Models EACL 2023

PaperMage: A Unified Toolkit for Processing, Representing, and Manipulating Visually-Rich Scientific Documents EMNLP 2023

Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering Systems EMNLP 2022

Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation AACL 2022

Knowledge Transfer from Answer Ranking to Answer Generation EMNLP 2022

Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection EMNLP 2022

Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation IJCNLP 2022

Paragraph-based Transformer Pre-training for Multi-Sentence Inference NAACL 2022

Answer Generation for Retrieval-based Question Answering Systems ACL 2021

Modeling Context in Answer Sentence Selection Systems on a Latency Budget EACL 2021

Answer Generation for Retrieval-based Question Answering Systems IJCNLP 2021

The Cascade Transformer: an Application for Efficient Answer Sentence Selection ACL 2020

Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention COLING 2020

Helping or Hurting? Predicting Changes in Users’ Risk of Self-Harm Through Online Community Interactions NAACL 2018

RSDD-Time: Temporal Annotation of Self-Reported Mental Health Diagnoses NAACL 2018

SMHD: a Large-Scale Resource for Exploring Online Language Usage for Multiple Mental Health Conditions COLING 2018

GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation Classification SEMEVAL 2018

Matching Citation Text and Cited Spans in Biomedical Literature: a Search-Oriented Approach NAACL 2015