Search Results for author: Shashidhar Reddy Javaji

Found 10 papers, 1 papers with code

FinAudio: A Benchmark for Audio Large Language Models in Financial Applications

no code implementations26 Mar 2025 Yupeng Cao, Haohang Li, Yangyang Yu, Shashidhar Reddy Javaji, Yueru He, Jimin Huang, Zining Zhu, Qianqian Xie, Xiao-Yang Liu, Koduvayur Subbalakshmi, Meikang Qiu, Sophia Ananiadou, Jian-Yun Nie

We first define three tasks based on the unique characteristics of the financial domain: 1) ASR for short financial audio, 2) ASR for long financial audio, and 3) summarization of long financial audio.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent

no code implementations24 Dec 2024 Haohang Li, Yupeng Cao, Yangyang Yu, Shashidhar Reddy Javaji, Zhiyang Deng, Yueru He, Yuechen Jiang, Zining Zhu, Koduvayur Subbalakshmi, Guojun Xiong, Jimin Huang, Lingfei Qian, Xueqing Peng, Qianqian Xie, Jordan W. Suchow

Despite this progress, the field currently encounters two main challenges: (1) the lack of a comprehensive LLM agent framework adaptable to a variety of financial tasks, and (2) the absence of standardized benchmarks and consistent datasets for assessing agent performance.

Decision Making Language Modeling +2

What Would You Ask When You First Saw $a^2+b^2=c^2$? Evaluating LLM on Curiosity-Driven Questioning

no code implementations19 Sep 2024 Shashidhar Reddy Javaji, Zining Zhu

We score the qualities of the generated questions, thereby evaluating the knowledge acquisition potential of the LLM.

General Knowledge

LLM-Generated Black-box Explanations Can Be Adversarially Helpful

1 code implementation10 May 2024 Rohan Ajwani, Shashidhar Reddy Javaji, Frank Rudzicz, Zining Zhu

Most LLMs are not able to find alternative paths along simple graphs, indicating that their misleading explanations aren't produced by only logical deductions using complex knowledge.

Navigate

Hybrid Recommendation System using Graph Neural Network and BERT Embeddings

no code implementations7 Oct 2023 Shashidhar Reddy Javaji, Krutika Sarode

The hybridization of the GNN and transformer embeddings enables us to capture both inter-level and intra-level features of anime data. Our model not only recommends anime to users but also predicts the rating a specific user would give to an anime.

Graph Neural Network Link Prediction +1

Question-focused Summarization by Decomposing Articles into Facts and Opinions and Retrieving Entities

no code implementations7 Oct 2023 Krutika Sarode, Shashidhar Reddy Javaji, Vishal Kalakonnavar

This research focuses on utilizing natural language processing techniques to predict stock price fluctuations, with a specific interest in early detection of economic, political, social, and technological changes that can be leveraged for capturing market opportunities.

Decision Making Language Modeling +2

Hybrid Genetic Algorithm and Hill Climbing Optimization for the Neural Network

no code implementations24 Aug 2023 Krutika Sarode, Shashidhar Reddy Javaji

The genetic algorithm is used for selecting and breeding the fittest chromosomes to generate new offspring.

Multi-BERT for Embeddings for Recommendation System

no code implementations24 Aug 2023 Shashidhar Reddy Javaji, Krutika Sarode

We evaluate our model on a book recommendation task and demonstrate its effectiveness in generating more semantically rich and accurate document embeddings.

Recommendation Systems Sentence

Automated ensemble method for pediatric brain tumor segmentation

no code implementations14 Aug 2023 Shashidhar Reddy Javaji, Sovesh Mohapatra, Advait Gosai, Gottfried Schlaug

Brain tumors remain a critical global health challenge, necessitating advancements in diagnostic techniques and treatment methodologies.

Brain Tumor Segmentation Data Augmentation +2

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