PastelBelem8/PastelBelem8.github.io
pastelbelem8.github.io
PhD Student @ UCI and previously a research data scientist at Feedzai
Repositories
PastelBelem8/promptolution
A unified, modular Framework for Prompt Optimization
PastelBelem8/gym-tracker
Personal gym tracker
PastelBelem8/LightGBM
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
PastelBelem8/certainty-estimator
PastelBelem8/acl23-preadd
PastelBelem8/LM-Steer
Official Code Repository for LM-Steer Paper: "Word Embeddings Are Steers for Language Models" (ACL 2024 Outstanding Paper Award)
PastelBelem8/axbench
Stanford NLP Python library for benchmarking the utility of LLM interpretability methods
PastelBelem8/Hallucination_MDS
PastelBelem8/SpeculativeRejection
[NeurIPS 2024] Fast Best-of-N Decoding via Speculative Rejection
PastelBelem8/constrained-decoding
PastelBelem8/twisted-smc-lm
PastelBelem8/semantic_uncertainty
Codebase for reproducing the experiments of the semantic uncertainty paper (short-phrase and sentence-length experiments).
PastelBelem8/gender-bias-diagnosis-benchmark
PastelBelem8/openlogprobs
Extract full next-token probabilities via language model APIs
PastelBelem8/clinical-data-ml-metadata
Clinical ML metadata specification for columns found available in MIMIC and eICU datasets after being preprocessed with the YAIB-Cohort package.
PastelBelem8/marginalization
Source code for the ACL'23 paper "Should you marginalize over possible tokenizations?"
PastelBelem8/generative-calibration-lms
Calibration of autoregressive language models.
PastelBelem8/zafar-fair-classification
Refactor upon Zafar's fair classification bias mitigation method.
PastelBelem8/ucimlrepo
Python package for dataset imports from UCI ML Repository
PastelBelem8/uci-statnlp
Code for the StatNLP course homework.
PastelBelem8/PyTorch-VAE
A Collection of Variational Autoencoders (VAE) in PyTorch.
PastelBelem8/t-few
Code for T-Few from "Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning"
PastelBelem8/iterative-rectangles
PastelBelem8/ml4nlp-cogsci-summer22
Course materials for the Machine Learning for NLP course taught by Sameer Singh for the Cognitive Science summer school 2022.
PastelBelem8/BARTScore
BARTScore: Evaluating Generated Text as Text Generation
PastelBelem8/2019-CAADRIA-conflicting-goals-a-multi-objective-optimization-study
PastelBelem8/unscrambler
NLP-based system whose goal is to recover corrupted files. To this end, we are given both a training and a test set, where the test set is assumed to be generated from the same distribution as the training set.
PastelBelem8/handwritten-recognition-and-detection
Repository concerning the creation of a system capable of detecting handwritting and recognizing its content. This system will be applied to images involving visual elements other than just handwritting.
PastelBelem8/ADOPT.jl
This is the result of my master thesis on Multi-Objective Optimization. This repository is more focused towards Pareto-based optimization rather than SIngle-Objective optimization with preference articulation. We focus on time-consuming optimization routines and, as a result we focus on model-based methods to allow for faster convergence times. This is relevant for Architectural Design Optimization, which depends on time-intensive simulations (e.g. minutes, hours or even days to complete a single simulation).