Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
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Dec 17, 2024 - Python
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deberta
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Build a Large Language Model (From Scratch) book and Finetuned Models
nlp deep-learning book coding transformer classification summarization pretrained-models attention-mechanism from-scratch bert fine-tuning roberta gpt2 deberta llm flan-t5 llms-book advanced-neural-network
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Sep 25, 2024 - Jupyter Notebook
Unattended Lightweight Text Classifiers with LLM Embeddings
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Sep 6, 2024 - Python
🥇Samsung AI Challenge 2021 1등 솔루션입니다🥇
competition deep-learning molecular-structures pytorch transformer samsung pubchem molecular dacon pytorch-lightning wandb deberta molecular-property-prediction pubchemqc
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Nov 12, 2021 - Python
[ACL 2023] Solving Math Word Problems via Cooperative Reasoning induced Language Models (LLMs + MCTS + Self-Improvement)
nlp acl mcts gpt language-model monte-carlo-tree-search bert reasoning deberta gpt-j math-word-problem gpt-j-6b llms chain-of-thought acl2023 gsm8k
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Dec 15, 2023 - Python
Premove ITN: context-aware inverse text normalization for English voice-agent transcripts.
python nlp rust pytorch speech-recognition speech-processing asr structured-prediction conversational-ai inverse-text-normalization text-normalization itn voice-ai deepgram deberta voice-agents tool-calling
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Oct 1, 2026 - Python
Lightweight prompt-injection detector built for AI agents, copilots, and LLM apps. Fast, local, calibrated.
python nlp security jailbreak onnx ai-security rag guardrails deberta llm langchain prompt-injection llama-index llm-security litellm llm-guardrails openai-agents-sdk prompt-injection-detection prompt-injection-protection
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Sep 18, 2026 - Python
A collection of my Kaggle competition solutions.
python nlp data-science machine-learning natural-language-processing deep-learning text-classification transformers pytorch kaggle kaggle-competition ensemble-learning optuna huggingface deberta
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Aug 21, 2026 - Jupyter Notebook
The implementation of DeBERTaV3-based commonsense question answering on CommonsenseQA.
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May 1, 2022 - Python
Benchmarked comparison of multiple serving patterns for Transformer encoder models (BERT-style classification, NLI) on Amazon SageMaker AI — ONNX CPU, multi-container, inference component, LMI, scale-to-zero
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Aug 27, 2026 - Python
A WAF for LLMs — pure-Rust reverse proxy that inspects, scores & filters prompts/responses to GPT/Claude: prompt-injection detection (regex+heuristics+DeBERTa ML), secret/PII masking, risk scoring, streaming, audit logging.
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Oct 26, 2026 - Rust
Key Point Analysis: implementation of two-component system for performing Key Point Matching and Key Point Generation task with multiple PLMs.
bert-model pretrained-language-model huggingface-transformers deberta roberta-model albert-model key-point-analysis key-point-matching key-point-generation mt5-model
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Aug 29, 2022 - Jupyter Notebook
Application for training the pretrained transformer model DeBERTaV3 on an Aspect Based Sentiment Analysis task
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Dec 25, 2024 - Python
An 184M-parameter monolingual decision engine delivering calibrated distributions from one 22ms forward pass while matching models 2.3x its size.
machine-learning ml kaggle calibration decision-model decision-engine fine-tuning distillation onnx pythorch deberta oev tiny-model jev jev-model
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Oct 18, 2026 - Python
The code of Hierarchical Multi-label Classification (HMC). It is a final course project of Natural Language Processing and Deep Learning, 2022 Fall.
nlp multi-label-classification nlp-machine-learning hierarchical-models hierarchical-classification deberta
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Nov 30, 2022 - Python
Implementing science-related multiple-choice question answering based on LLMs and RAG.
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Nov 21, 2023 - Jupyter Notebook
Finetuning Large Language Models
text-classification text-generation summarization lora quantization finetuning roberta bert-model distilbert deberta t5-model llms finetuning-llms llama2 peft-fine-tuning-llm
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Sep 25, 2024
Classification of medical texts to differentiate between human medical and veterinary subjects.
nlp text-classification svm pytorch transformer bert medical-application roberta xlnet bluebert deberta
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Sep 11, 2024 - Jupyter Notebook
Scraping paper data, preprocessed and trained using BERT variants, deployment and an integration to website
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Mar 22, 2026 - Jupyter Notebook
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