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Adam Atkinson

3 accepted papers

2025

Decoder-Hybrid-Decoder Architecture for Efficient Reasoning with Long Generation

NeurIPS 2025poster

Recent advances in language modeling have demonstrated the effectiveness of State Space Models (SSMs) for efficient sequence modeling. While hybrid architectures such as Samba and the decoder-decoder architecture, YOCO, have shown promising performance gains over Transformers, prior works have not i…

Cited by 0SourcecodeScholar
2020

Fast Domain Adaptation for Goal-Oriented Dialogue Using a Hybrid Generative-Retrieval Transformer

ICASSP 2020accepted

Goal-oriented dialogue systems are now widely adopted in industry, where practical aspects of using them becomes of key importance. As such, it is expected from such systems to fit into a rapid prototyping cycle for new products and domains. For data-driven dialogue systems (especially those based o…

Cited by 0SourceScholar
2018

FigureQA: An Annotated Figure Dataset for Visual Reasoning

ICLR 2018workshop

We introduce FigureQA, a visual reasoning corpus of over one million question-answer pairs grounded in over 100,000 images. The images are synthetic, scientific-style figures from five classes: line plots, dot-line plots, vertical and horizontal bar graphs, and pie charts. We formulate our reasoning…

Cited by 360SourcecodeScholar