LLMs for Insurance Document Automation
LLM applications for insurance document automation using parameter-efficient fine-tuning and analysis of calibration …...
Natural-Language-Processing
LLMs for Page Stream Segmentation
Enhanced TABME benchmark for page stream segmentation, creating TABME++, showing fine-tuned decoder-based LLMs …...
Sarcasm Detection with Transformers: A Cautionary Tale
Learn how dataset bias can lead to misleading results in NLP: a sarcasm detection model that actually learned to …
Congressional Data Analysis & Classification
Data science project scraping 47,000+ congressional bills, analyzing legislative patterns, and building ML models …...
Analytical Model of Word2Vec and GloVe Statistics
Analytical model of Word2Vec and GloVe statistics. First analytical solution to Word2Vec's softmax skip-gram with bias …...
EigenNoise: Data-Free Word Vector Initialization
Investigation into EigenNoise, a data-free initialization scheme for word vectors that approaches pre-trained model …...
PyConversations: Social Media Conversational Analysis
Undergraduate thesis exploring representation learning for social media text and developing tools for cross-platform …
GPT-2 Susceptibility to Universal Adversarial Triggers
Investigation into whether universal adversarial triggers can control both topic and stance of GPT-2's generated text …...
Data-Driven WordNet Construction from Wiktionary
Explores a data-driven approach to construct a WordNet-like semantic network using the entirety of the noisy, …...
QuAC: Question Answering in Context Dataset
Analysis of QuAC's conversational QA through student-teacher interactions, featuring 100K+ context-dependent questions …
CoQA Dataset: Advancing Conversational Question Answering
Analysis of CoQA, a conversational QA dataset with multi-turn dialogue, coreference resolution, and natural answers for …
Count Vectorization with scikit-learn in Python
Learn count vectorization in Python: convert text to numerical vectors using scikit-learn's CountVectorizer with …