Search Results for author: Lesly Miculicich

Found 12 papers, 4 papers with code

Transformers as Graph-to-Graph Models

1 code implementation27 Oct 2023 James Henderson, Alireza Mohammadshahi, Andrei C. Coman, Lesly Miculicich

We argue that Transformers are essentially graph-to-graph models, with sequences just being a special case.

SQL-PaLM: Improved Large Language Model Adaptation for Text-to-SQL (extended)

no code implementations26 May 2023 Ruoxi Sun, Sercan Ö. Arik, Alex Muzio, Lesly Miculicich, Satya Gundabathula, Pengcheng Yin, Hanjun Dai, Hootan Nakhost, Rajarishi Sinha, Zifeng Wang, Tomas Pfister

Text-to-SQL, the process of translating natural language into Structured Query Language (SQL), represents a transformative application of large language models (LLMs), potentially revolutionizing how humans interact with data.

Data Augmentation In-Context Learning +3

Summarization with Precise Length Control

no code implementations9 May 2023 Lesly Miculicich, Yujia Xie, Song Wang, Pengcheng He

Many applications of text generation such as summarization benefit from accurately controlling the text length.

Text Generation

Document Summarization with Text Segmentation

no code implementations20 Jan 2023 Lesly Miculicich, Benjamin Han

In this paper, we exploit the innate document segment structure for improving the extractive summarization task.

Document Summarization Extractive Summarization +2

Attend to the Right Context: A Plug-and-Play Module for Content-Controllable Summarization

1 code implementation21 Dec 2022 Wen Xiao, Lesly Miculicich, Yang Liu, Pengcheng He, Giuseppe Carenini

Content-Controllable Summarization generates summaries focused on the given controlling signals.

Graph Refinement for Coreference Resolution

1 code implementation Findings (ACL) 2022 Lesly Miculicich, James Henderson

The state-of-the-art models for coreference resolution are based on independent mention pair-wise decisions.

coreference-resolution

Neural Network based End-to-End Query by Example Spoken Term Detection

no code implementations19 Nov 2019 Dhananjay Ram, Lesly Miculicich, Hervé Bourlard

Here, we show that the CNN based matching outperforms DTW based matching using bottleneck features as well.

Dynamic Time Warping Template Matching

Selecting, Planning, and Rewriting: A Modular Approach for Data-to-Document Generation and Translation

no code implementations WS 2019 Lesly Miculicich, Marc Marone, Hany Hassan

In this paper, we report our system submissions to all 6 tracks of the WNGT 2019 shared task on Document-Level Generation and Translation.

Language Modelling Translation

Partially-supervised Mention Detection

no code implementations COLING (CRAC) 2020 Lesly Miculicich, James Henderson

Learning to detect entity mentions without using syntactic information can be useful for integration and joint optimization with other tasks.

coreference-resolution

Multilingual Bottleneck Features for Query by Example Spoken Term Detection

no code implementations30 Jun 2019 Dhananjay Ram, Lesly Miculicich, Hervé Bourlard

State of the art solutions to query by example spoken term detection (QbE-STD) usually rely on bottleneck feature representation of the query and audio document to perform dynamic time warping (DTW) based template matching.

Dynamic Time Warping Template Matching

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