Integrating knowledge graph embeddings to improve mention representation for bridging anaphora resolution

no code implementations • COLING (CRAC) 2020 • Onkar Pandit, Pascal Denis, Liva Ralaivola

Specifically, we convert the external knowledge source (in this case, WordNet) into a graph, and learn embeddings of the graph nodes of low dimension to capture the crucial features of the graph topology and, at the same time, rich semantic information.

Bridging Anaphora Resolution Knowledge Graph Embeddings +1

Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models

no code implementations • 30 Aug 2023 • Neha Sengupta, Sunil Kumar Sahu, Bokang Jia, Satheesh Katipomu, Haonan Li, Fajri Koto, William Marshall, Gurpreet Gosal, Cynthia Liu, Zhiming Chen, Osama Mohammed Afzal, Samta Kamboj, Onkar Pandit, Rahul Pal, Lalit Pradhan, Zain Muhammad Mujahid, Massa Baali, Xudong Han, Sondos Mahmoud Bsharat, Alham Fikri Aji, Zhiqiang Shen, Zhengzhong Liu, Natalia Vassilieva, Joel Hestness, Andy Hock, Andrew Feldman, Jonathan Lee, Andrew Jackson, Hector Xuguang Ren, Preslav Nakov, Timothy Baldwin, Eric Xing

We release two open versions of the model -- the foundation Jais model, and an instruction-tuned Jais-chat variant -- with the aim of promoting research on Arabic LLMs.

Probing for Bridging Inference in Transformer Language Models

1 code implementation • NAACL 2021 • Onkar Pandit, Yufang Hou

We probe pre-trained transformer language models for bridging inference.

Bridging Anaphora Resolution Cloze Test