nucleus-sampling

Here are 9 public repositories matching this topic...

Burakkylmz / llm-sampling-lab

An experiment-driven laboratory for understanding LLM sampling strategies. Explore how Temperature, Top-k, and Top-p influence token probabilities and generation diversity through reproducible simulations, visualizations, and real Groq API experiments.

python docker data-visualization temperature top-k probability-distributions ai-education sampling-strategies nucleus-sampling large-language-models llm top-p groq-api llm-experiments llm-sampling

Updated Oct 20, 2026
Python

rusty-sj / Natural-Language-Processing-with-Deep-Learning

Star

word2vec lstm rnn bidirectional-lstm glove-embeddings beamsearch temperature-scaling nucleus-sampling

Updated Mar 15, 2021
Python

wenhaofang / Seq2SeqDiverse

Star

Seq2Seq model implemented with pytorch, using temperature sampling, top-k sampling, top-p sampling / nucleus sampling, and beam search.

pytorch seq2seq beam-search nucleus-sampling top-k-sampling temperature-sampling top-p-sampling

Updated Jul 30, 2022
Python

chao-ji / tf-transformerxl-language-model

Star

Tensorflow 2 implementation of TransformerXL for language modeling

nlp language-modeling transformer adaptive-softmax self-attention transformerxl nucleus-sampling

Updated Jul 24, 2023
Python

pngo1997 / N-gram-Language-Models

Star

Builds N-gram language modes and applies text generation.

python natural-language-processing text-generation trigrams nltk cfd ngrams bigrams greedy-algorithms unigram laplace-smoothing perplexity text-preprocessing random-sampling nucleus-sampling conditional-frequency-distribution

Updated Feb 5, 2025
Jupyter Notebook

realjules / align_llm

Star

The LLM Defense Framework enhances large language model security through post-processing defenses and statistical guarantees based on one-class SVM. It combines advanced sampling methods with adaptive policy updates and comprehensive evaluation metrics, providing researchers and practitioners with tools to build more secure AI systems.

ai-safety policy-adaptation one-class-svm nucleus-sampling llm-security speculative-decoding statistical-guarantees post-processing-defense security-benchmarking vllm-integration

Updated Feb 6, 2025
Python

MederbekTuratbekov / agent_MultiAgentSampling

Star

Orchestrator-worker multi-agent pattern: one planner, three independent workers with identical prompts but different sampling configs (temperature/top_p). Isolates what sampling alone changes in model behavior — conservative vs balanced vs creative brainstorming.

python openai sampling multi-agent-systems ai-agents pydantic nucleus-sampling prompt-engineering llm-agents gpt-4o-mini llm-experiments orchestrator-worker temperature-tuning

Updated Aug 27, 2026
Python

habibzahid203-web / autoregressive-text-gen-kv-cache

Star

A custom autoregressive text generation engine with manually implemented Greedy, Temperature, Top-K, and Top-P (Nucleus) sampling strategies, plus a from-scratch KV-Cache implementation benchmarked for inference speedup.

python nlp transformers text-generation pytorch sampling autoregressive inference-optimization kv-cache nucleus-sampling llm

Updated Aug 29, 2026
Python

JoshPola96 / medical-chatbot-biobert-transformer

Star

Medical Q&A chatbot: BioBERT encoder + Transformer decoder built from scratch in PyTorch. Beam search and nucleus sampling. Research and education only.

python nlp qa research ai deep-learning chatbot ml transformers text-generation pytorch beam-search sequence-to-sequence encoder-decoder biobert medical-ai streamlit healthcare-ai nucleus-sampling

Updated Oct 14, 2026
Python

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