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aaronmueller

aaronmueller.github.io

Aaron Mueller's personal website.

babylm.github.io

clams

Syntactic evaluation sets, attribute-varying grammars, and code for replicating the CLAMS paper. ACL 2020.

contextualized-topic-models

A python package to setup topic classification fine-tuning, run contextualized topic modeling, and run TCCTMs

dont-stop-pretraining

Adapting the Don't Stop Pretraining approach for multilingual applications. Modified by Aaron Mueller and Nathaniel Weir.

dotfiles

Config files for easy setup on new UNIX-based machines

earley-parser

Earley parser implementation.

emergent-syntax

Code for "How to Plant Trees in Language Models" (ACL 2023).

for-submission

inverse-scaling-eval-pipeline

Basic pipeline for running different sized GPT models and plotting the results

lhdfall2015

lm-evaluation-harness

Few-shot evaluation of language models. Fork for the BabyLM competition (CoNLL '23).

mbert-docclass

Investigation of different methods of multilingual fine-tuning for document classification with mBERT.

messing-with-fst

Trying out finite-state transducers.

minicons

Utility for analyzing Transformer based representations of language.

mt-decoders

Basic IBM-style machine translation models with various decoding methods.

multilingual-lm-intervention

Multilingual causal mediation analysis

neural-narrative-generation

Generating stories given prompts using GPT-2. We also try diverse decoding!

nshell

nshell: a basic shell environment written in C

parlai-hred

Implementation of Hierarchical Recurrent Encoder-Decoder (HRED) model for narrative generation in ParlAI.

pos-hmm

Hidden Markov Model tagger

smoothed-lm

Implementing smoothed n-gram language models.

sparse_coding

Using sparse coding to find distributed representations used by neural networks.

structural_causal_mediation

syntax-icl

Code and data for In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax

tanl

text-to-text-transfer-transformer

Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

transductions

A PyTorch framework for creating, running, and reproducing experiments on seq2seq models.

wiktionary-derivations-parser

For foreign editions of Wiktionary, extract derivations on each page (if they exist).