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  • 🔭 I’m currently working on neural machine translation, imbalanced learning

  • 🌱 I’m currently learning …​

  • 👯 I’m looking to collaborate on …​

  • 🤔 I’m looking for help with …​

  • 💬 Ask me about …​ anything

  • 📫 How to reach me: @thammegowda

  • 😄 Pronouns: he/him/his

  • ⚡ Fun fact: …​

Tools

Research

Repo Description Status Note

PyMarian

Python bindings to Marian C++; pip install pymarian

Complete✅

Paper; PyPI

BotEval

Facilitating human evaluation of chatbots; pip install boteval

Complete✅

Paper @ ACL2024 Demos; Demos; PyPI

Cometoid

Distilling strong reference based metrics into stronger reference-less metrics

Complete✅

Paper @ WMT2023; Models on Huggingface

sotastream

A streaming approach to machine translation training. pip install sotastream

Complete✅

Paper @ NLP OSS 2023 ; PyPI

016-many-eng-v2

Many-to-English (v2)

Complete✅

015-nmt-ablation

Transformer ablation, showing that model can work without encoder.

Complete✅

014-udhr-dataset

Parallel sentence alignment from Universal Declaration of Human Rights corpus

WIP/Incomplete◒

013-nmt-codeswitching

Done

Complete✅

Paper

012-macrobert

Macro sampling in BERT

Didn’t work❌

Maybe we should revisit

011-imb-learn

Imbalanced machine learning: case studies in image recognition, text classification, and machine translation

Incomplete◒

Docs

010-hyperparam-theory

A theory on hyperparameter

Incomplete◒

Book idea! Needs more time. 🕙

009-nmt-toolkits

A survey of NMT toolkits

Incomplete◒

Lost interest

008-asr-eval-macro

Macro-averaged evaluation for automatic speech recognition

Incomplete◒

(Some positive results, but needs more evidence)

007-mt-eval-macro

Macro Average: Rare Types are Important Too

Complete✅

NAACL 2021

006-many-to-eng

Many-to-English machine translation tools, data, and pretrained models

Complete✅

ACL 2021 Demos. Demo page

005-nmt-imbalance

Finding the optimal vocabulary size for neural machine translation

Complete ✅

EMNLP 2020 Findings

005-nmt-imbalance-old

Neural machine translation with imbalanced classes

Complete ✅

Rejected from *ACL; Arxiv link

004-nmt-learning-curve

NMT learning curve revisited.

Complete ✅

Not published

image-forensics-MFSec17

An Approach for Automatic and Large Scale Image Forensics

Complete ✅

MFSec 2017

autoextractor

Clustering webpages based on structure and style similarity

Complete✅

IEEE IRI 2016

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