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followers: 44.0 following: 32.0 repos: 24.0 gists: 4.0

Name: Ryo Kamoi

Type: User

Company: Penn State University

Bio: PhD Student at Penn State University. Building trustworthy and reliable NLP systems.

Twitter: ryokamoi

Blog: https://ryokamoi.github.io

I am a Ph.D. student at Penn State University advised by Dr. Rui Zhang. I’m interested in building reliable and trustworthy NLP systems.

[Personal Website] [Google Scholar] [Semantic Scholar]

Datasets

ReaLMistake [huggingface dataset] [code]
- Paper: Evaluating LLMs at Detecting Errors in LLM Responses
- Benchmark for evaluating error detection methods that detect mistakes in LLM responses
- Expert error annotations on responses from GPT-4 and Llama 2 70B on three tasks
WiCE [dataset and code]
- Paper: WiCE: Real-World Entailment for Claims in Wikipedia (EMNLP2023)
- Dataset for document-level NLI
- Fine-grained textual entailment dataset built on natural claim and evidence pairs extracted from Wikipedia

Other Resources

Shortcomings of Question Answering Based Factuality Frameworks for Error Localization [human annotation]
- Paper: Shortcomings of Question Answering Based Factuality Frameworks for Error Localization (EACL2023)

Ryo Kamoi's Projects

citation_search_tools

cnn_for_sentence_classification

TensorFlow implementation of "Convolutional Neural Networks for Sentence Classification"

competitiveprog

csrankings

A web app for ranking computer science departments according to their research output in selective venues, and for finding active faculty across a wide range of areas.

dcnn_textvae

TensorFlow implementation of "Improved Variational Autoencoders for Text Modeling using Dilated Convolutions"

easy_io

This project includes functions that makes I/O in Python easier.

hybrid_textvae

TensorFlow implementation of "A Hybrid Convolutional Variational Autoencoder for Text Generation"

implicit_curve_approximation

Implementation of implicit curve approximation methods

latextable

A Python library that draws Latex tables.

llm_wrapper

This repository includes an unofficial wrapper for LLMs, such as OpenAI API and HuggingFace models, mainly for caching LLM responses to avoid duplicate inference with the identical prompts.

mhgrn

Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering

ml-preprocessing-scalers

original_textvae

TensorFlow implementation of "Generating Sentences from a Continuous Space"

pfn2019codingtest

PFN Intern 2019 Coding Task for Machine Learning / Mathematics Fields (didn't get hired)

ppg_vc

Implementation of voice conversion system utilizing phonetic posteriorgrams (status: archive)

pyplot_tools

pytorch_influence_functions

This is a PyTorch reimplementation of Influence Functions from the ICML2017 best paper: Understanding Black-box Predictions via Influence Functions by Pang Wei Koh and Percy Liang.

qa-metrics-human-annotation

Human Generated Questions in ''Shortcomings of Question Answering Based Factuality Frameworks for Error Localization'' (EACL2023)

ryokamoi

sg_langevin

Implementation of Stochastic Gradient Langevin Dynamics

test_pytorch_influence_functions

Test code for pytorch_influence_functions

visualize_sentence_diff

voice_analysis_app

Voice analysis application with GMM

wice

This repository contains the dataset and code for "WiCE: Real-World Entailment for Claims in Wikipedia" in EMNLP 2023.

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