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Robert Giaquinto

dblp:332/1062 · DBLP profile ↗
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2ranked-venue papers
1as first author
2since 2021 · last 2023
—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 2 · 1 first-author · 2 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
2 papers
Language models and text generation · 50% Learning paradigms · 25% Knowledge representation and reasoning · 25%
Software engineering, system software, and programming languages
1 paper
Program synthesis and code generation · 100%
Databases, data mining, and information retrieval
1 paper
Data models and query languages · 100%

Topics — the 6 heaviest of 7, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Natural language and speech › Language models and text generation
code generation
0.712023
Multi-lingual Evaluation of Code Generation Models · ICLR 2023
Natural language and speech › Language models and text generation › evaluation of language models
multilingual evaluation
0.712023
Multi-lingual Evaluation of Code Generation Models · ICLR 2023
Machine learning › Learning paradigms › multi-task learning › multi-task transfer learning
multi-task pretraining
0.712023
Multitask Pretraining with Structured Knowledge for Text-to-SQL Generation · ACL (1) 2023
Knowledge, reasoning and agents › Knowledge representation and reasoning
structured knowledge
0.712023
Multitask Pretraining with Structured Knowledge for Text-to-SQL Generation · ACL (1) 2023
Program synthesis and code generation
code generation evaluation
0.712023
Multi-lingual Evaluation of Code Generation Models · ICLR 2023
Program synthesis and code generation › code generation with language models
multilingual code generation
0.712023
Multi-lingual Evaluation of Code Generation Models · ICLR 2023

Methods — techniques the papers use, named apart from their topics

pre-training · 1.3large language model · 1.3
YearPublicationVenuePosition
2023 Multitask Pretraining with Structured Knowledge for Text-to-SQL Generation
abstract
Robert Giaquinto, Dejiao Zhang, Benjamin Kleiner, Yang Li, Ming Tan, Parminder Bhatia, Ramesh Nallapati, Xiaofei Ma. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2023.
Robert Giaquinto, Dejiao Zhang, Benjamin Kleiner, Parminder Bhatia, Ramesh Nallapati, Xiaofei Ma 0001
ACL (1)1
2023 Multi-lingual Evaluation of Code Generation Models
Ben Athiwaratkun, Sanjay Krishna Gouda, Zijian Wang 0002, Xiaopeng Li 0002, Wasi Uddin Ahmad, Shiqi Wang 0002, Qing Sun 0013, Mingyue Shang, Sujan K. Gonugondla, Hantian Ding, Nathan Fulton, Arash Farahani, Siddhartha Jain 0001, Robert Giaquinto, Haifeng Qian, Murali Krishna Ramanathan, Ramesh Nallapati
ICLR17