Search Results for author: Vinay Setty

Found 12 papers, 2 papers with code

FactCheck Editor: Multilingual Text Editor with End-to-End fact-checking

no code implementations30 Apr 2024 Vinay Setty

We introduce 'FactCheck Editor', an advanced text editor designed to automate fact-checking and correct factual inaccuracies.

Fact Checking Fact Verification +2

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

QuanTemp: A real-world open-domain benchmark for fact-checking numerical claims

1 code implementation25 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

Surprising Efficacy of Fine-Tuned Transformers for Fact-Checking over Larger Language Models

no code implementations19 Feb 2024 Vinay Setty

In this paper, we explore the challenges associated with establishing an end-to-end fact-checking pipeline in a real-world context, covering over 90 languages.

Fact Checking Retrieval

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

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