1 code implementation • ACL 2022 • Keshav Kolluru, Muqeeth Mohammed, Shubham Mittal, Soumen Chakrabarti, Mausam .
Progress with supervised Open Information Extraction (OpenIE) has been primarily limited to English due to the scarcity of training data in other languages.
Ranked #1 on
Open Information Extraction
on OpenIE
1 code implementation • 3 Jun 2024 • Vineeth Dorna, D. Subhalingam, Keshav Kolluru, Shreshth Tuli, Mrityunjay Singh, Saurabh Singal, N. M. Anoop Krishnan, Sayan Ranu
Moreover, models trained solely on target-ligand distribution may fall short in addressing the broader objectives of drug discovery, such as the development of novel ligands with desired properties like drug-likeness, and synthesizability, underscoring the multifaceted nature of the drug design process.
no code implementations • 17 May 2024 • D. Subhalingam, Keshav Kolluru, Mausam, Saurabh Singal
To address this, we introduce GenToC, a model designed for training directly with partially-labeled data, eliminating the necessity for a fully annotated dataset.
1 code implementation • 13 Nov 2022 • Shubham Mittal, Keshav Kolluru, Soumen Chakrabarti, Mausam
Automated completion of open knowledge bases (Open KBs), which are constructed from triples of the form (subject phrase, relation phrase, object phrase), obtained via open information extraction (Open IE) system, are useful for discovering novel facts that may not be directly present in the text.
1 code implementation • 24 Oct 2022 • Keshav Kolluru, Gabriel Stanovsky, Mausam
Proper noun compounds, e. g., "Covid vaccine", convey information in a succinct manner (a "Covid vaccine" is a "vaccine that immunizes against the Covid disease").
1 code implementation • AKBC 2021 • Keshav Kolluru, Martin Rezk, Pat Verga, William W. Cohen, Partha Talukdar
This makes it challenging to link KG facts to sentences in languages other than the limited set of languages.
no code implementations • 18 Apr 2021 • Keshav Kolluru, Mayank Singh Chauhan, Yatin Nandwani, Parag Singla, Mausam
Pre-trained language models (LMs) like BERT have shown to store factual knowledge about the world.
1 code implementation • EMNLP 2020 • Keshav Kolluru, Vaibhav Adlakha, Samarth Aggarwal, Mausam, Soumen Chakrabarti
This IGL based coordination analyzer helps our OpenIE system handle complicated coordination structures, while also establishing a new state of the art on the task of coordination analysis, with a 12. 3 pts improvement in F1 over previous analyzers.
Ranked #1 on
Open Information Extraction
on WiRe57
1 code implementation • ACL 2020 • Keshav Kolluru, Samarth Aggarwal, Vipul Rathore, Mausam, Soumen Chakrabarti
While traditional systems for Open Information Extraction were statistical and rule-based, recently neural models have been introduced for the task.
1 code implementation • Findings of the Association for Computational Linguistics 2020 • Pratyush Maini, Keshav Kolluru, Danish Pruthi, Mausam
We find that pooling-based architectures substantially differ from their non-pooling equivalents in their learning ability and positional biases--which elucidate their performance benefits.