Sam Thomson
20 papers · 2014–2025 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (42) π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
π€
Dynamic Duo
(10)
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Topic Evolution
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Renaissance Researcher
(5)
π₯
Unstoppable Β· Bronze
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Prolific Year Β· Productive
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Century Club Β· Bronze
ποΈ
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(85)
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Research topics
Natural Language Processing
(13)
Machine Learning
(12)
Applications
(11)
Deep Learning
(8)
Understanding
(8)
Artificial Intelligence
(6)
Generation
(6)
Learning Types Β· Machine Learning
(6)
Core AI
(5)
Learning Types Β· Deep Learning
(5)
Architectures
(4)
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(4)
Optimization & Theory
(2)
Computer Vision
(1)
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(1)
Keywords
semantic parsing
(8)
language model
(4)
multi-task learning
(3)
neural network
(3)
natural language understanding
(3)
recurrent neural network
(2)
weighted finite-state automata
(2)
convolutional neural network
(2)
text classification
(2)
conversational semantic parsing
(2)
neural architecture
(2)
semantic dependency parsing
(2)
sentiment classification
(1)
dependency parsing
(1)
attention mechanism
(1)
language modeling
(1)
model calibration
(1)
few-shot learning
(1)
syntactic parsing
(1)
task-oriented dialogue
(1)
Papers
MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools
NAACL 2025
Language-to-Code Translation with a Single Labeled Example
EMNLP 2024
Toward Interactive Dictation
ACL 2023
Guided K-best Selection for Semantic Parsing Annotation
ACL 2022
Online Semantic Parsing for Latency Reduction in Task-Oriented Dialogue
ACL 2022
When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems
EMNLP 2022
Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention
NAACL 2021
Constrained Language Models Yield Few-Shot Semantic Parsers
EMNLP 2021
Value-Agnostic Conversational Semantic Parsing
ACL 2021
Backpropagating through Structured Argmax using a SPIGOT
ACL 2018
Bridging CNNs, RNNs, and Weighted Finite-State Machines
ACL 2018
Learning Joint Semantic Parsers from Disjoint Data
NAACL 2018
Neural Motifs: Scene Graph Parsing With Global Context
CVPR 2018
Rational Recurrences
EMNLP 2018
Syntactic Scaffolds for Semantic Structures
EMNLP 2018
Deep Multitask Learning for Semantic Dependency Parsing
ACL 2017
Frame-Semantic Role Labeling with Heterogeneous Annotations
ACL 2015
Toward Abstractive Summarization Using Semantic Representations
NAACL 2015
A Discriminative Graph-Based Parser for the Abstract Meaning Representation
ACL 2014
CMU: Arc-Factored, Discriminative Semantic Dependency Parsing
SemEval 2014