Search Results for author: Vinay Setty

Found 11 papers, 1 papers with code

The Surprising Effectiveness of Rankers Trained on Expanded Queries

no code implementations3 Apr 2024 Abhijit Anand, Venktesh V, Vinay Setty, Avishek Anand

In our extensive experiments on the DL-Hard dataset, we find that a principled query performance based scoring method using base and specialized ranker offers a significant improvement of up to 25% on the passage ranking task and up to 48. 4% on the document ranking task when compared to the baseline performance of using original queries, even outperforming SOTA model.

Document Ranking Passage Ranking

NUMTEMP: A real-world benchmark to verify claims with statistical and temporal expressions

no code implementations25 Mar 2024 Venktesh V, Abhijit Anand, Avishek Anand, Vinay Setty

This addresses the challenge of verifying real-world numerical claims, which are complex and often lack precise information, not addressed by existing works that mainly focus on synthetic claims.

Claim Verification Fact Checking +1

End-to-end multilingual fact-checking at scale

no code implementations19 Feb 2024 Vinay Setty

In this article, we describe how you can perform end-to-end fact-checking in over 100 languages using Factiverse AI models.

Fact Checking

PKG API: A Tool for Personal Knowledge Graph Management

1 code implementation12 Feb 2024 Nolwenn Bernard, Ivica Kostric, Weronika Łajewska, Krisztian Balog, Petra Galuščáková, Vinay Setty, Martin G. Skjæveland

Personal knowledge graphs (PKGs) offer individuals a way to store and consolidate their fragmented personal data in a central place, improving service personalization while maintaining full user control.

Knowledge Graphs Management

Context Aware Query Rewriting for Text Rankers using LLM

no code implementations31 Aug 2023 Abhijit Anand, Venktesh V, Vinay Setty, Avishek Anand

We find that there are two inherent limitations of using LLMs as query re-writers -- concept drift when using only queries as prompts and large inference costs during query processing.

Document Ranking Passage Ranking

Query Understanding in the Age of Large Language Models

no code implementations28 Jun 2023 Avishek Anand, Venktesh V, Abhijit Anand, Vinay Setty

Querying, conversing, and controlling search and information-seeking interfaces using natural language are fast becoming ubiquitous with the rise and adoption of large-language models (LLM).

Retrieval

Extreme Classification for Answer Type Prediction in Question Answering

no code implementations24 Apr 2023 Vinay Setty

In this paper, we propose use of extreme multi-label classification using Transformer models (XBERT) by clustering KG types using structural and semantic features based on question text.

Classification Clustering +4

SparCAssist: A Model Risk Assessment Assistant Based on Sparse Generated Counterfactuals

no code implementations3 May 2022 Zijian Zhang, Vinay Setty, Avishek Anand

We introduce SparcAssist, a general-purpose risk assessment tool for the machine learning models trained for language tasks.

counterfactual Language Modelling

A Comparative Study for Unsupervised Network Representation Learning

no code implementations19 Mar 2019 Megha Khosla, Vinay Setty, Avishek Anand

However, there is no common ground for systematic comparison of embeddings to understand their behavior for different graphs and tasks.

Experimental Design Link Prediction +2

Cannot find the paper you are looking for? You can Submit a new open access paper.