Sashank Santhanam (sashank06)

sashank06

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Location:Charlotte, NC

Home Page:https://sashank06.github.io

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Sashank Santhanam's starred repositories

DEPRECATED-data-structures

A collection of powerful data structures

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turkle

Django-based clone of Amazon's Mechanical Turk service running in your local environment.

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vokenization

PyTorch code for EMNLP 2020 Paper "Vokenization: Improving Language Understanding with Visual Supervision"

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jraph

A Graph Neural Network Library in Jax

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dm_memorytasks

A set of 13 diverse machine-learning tasks that require memory to solve.

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ITDD

The source code of our ACL2019 paper "Incremental Transformer with Deliberation Decoder for Document Grounded Conversations "

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Mephisto

A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use.

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detoxify

Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers. For access to our API, please email us at contact@unitary.ai.

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haystack

:mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

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fastformers

FastFormers - highly efficient transformer models for NLU

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XORQA

This is the official repository for NAACL 2021, "XOR QA: Cross-lingual Open-Retrieval Question Answering".

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lambda-networks

Implementation of LambdaNetworks, a new approach to image recognition that reaches SOTA with less compute

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lambda-bert

A 🤗-style implementation of BERT using lambda layers instead of self-attention

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stay-hungry-stay-focused

This repository hosts the authors' implementation of the paper "Stay Hungry, Stay Focused: Generating Informative and Specific Questions in Information-Seeking Conversations", published in Findings of EMNLP 2020.

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wiki-reading

This repository contains the three WikiReading datasets as used and described in WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia, Hewlett, et al, ACL 2016 (the English WikiReading dataset) and Byte-level Machine Reading across Morphologically Varied Languages, Kenter et al, AAAI-18 (the Turkish and Russian datasets).

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DuaLUG

The implementation of the papers on dual learning of natural language understanding and generation. (ACL2019,2020; Findings of EMNLP 2020)

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SentAugment

SentAugment is a data augmentation technique for NLP that retrieves similar sentences from a large bank of sentences. It can be used in combination with self-training and knowledge-distillation, or for retrieving paraphrases.

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electra_pytorch

Pretrain and finetune ELECTRA with fastai and huggingface. (Results of the paper replicated !)

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dialoglue

DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue

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DeepPavlov

An open source library for deep learning end-to-end dialog systems and chatbots.

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GeDi

GeDi: Generative Discriminator Guided Sequence Generation

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KILT

Library for Knowledge Intensive Language Tasks

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task_oriented_dialogue_as_dataflow_synthesis

Code to reproduce experiments in the paper "Task-Oriented Dialogue as Dataflow Synthesis" (TACL 2020).

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fairscale

PyTorch extensions for high performance and large scale training.

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ContrastiveLearning4Dialogue

The codebase for "Group-wise Contrastive Learning for Neural Dialogue Generation" (Cai et al., Findings of EMNLP 2020)

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DialogRPT

EMNLP 2020: "Dialogue Response Ranking Training with Large-Scale Human Feedback Data"

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