top-k sampling wikipedia - SERP Analysis

https://en.wikipedia.org/wiki/Top-p_sampling

https://en.wikipedia.org/wiki/K-optimal_pattern_discovery

https://en.wikipedia.org/wiki/Sampling_(statistics)

https://en.wikipedia.org/wiki/Reservoir_sampling

https://www.pingcap.com/article/decoding-methods-compared-top-k-and-other-token-selection-techniques/

https://en.wikipedia.org/wiki/Systematic_sampling

https://dataforest.ai/glossary/top-k-sampling

https://www.reddit.com/r/AIDungeon/comments/1eppgyq/can_someone_explain_what_top_k_and_top_p_are_and/

https://huyenchip.com/2024/01/16/sampling.html

https://www.ibm.com/docs/en/watsonx/saas?topic=prompts-model-parameters-prompting

https://en.wikipedia.org/wiki/K-means_clustering

https://www.linkedin.com/pulse/exploring-mechanics-temperature-top-k-top-p-sampling-mba-ms-phd-uwloc

https://medium.com/nlplanet/two-minutes-nlp-most-used-decoding-methods-for-language-models-9d44b2375612

https://www.alphanome.ai/post/top-k-and-top-p-in-large-language-models-a-guide-for-investors

https://en.wikipedia.org/wiki/Selection_algorithm

https://www.youtube.com/watch?v=_3DWwb96exY

https://arxiv.org/abs/2505.19371

https://www.linkedin.com/pulse/top-k-nucleus-temperature-how-sampling-methods-affect-rk-snnhc

https://en.wikipedia.org/wiki/Secretary_problem

https://aclanthology.org/2023.findings-acl.3.pdf

https://www.aussieai.com/research/top-k-decoding

https://www.researchgate.net/figure/llustration-of-the-working-principle-of-Top-K-Sampling_fig2_379547563

https://aman.ai/primers/ai/token-sampling/

http://www.cs.umd.edu/~samir/498/topk.pdf

https://www.youtube.com/watch?v=EhU32O7DkA4

https://github.com/rasbt/LLMs-from-scratch/discussions/326

https://medium.com/google-cloud/beyond-temperature-tuning-llm-output-with-top-k-and-top-p-24c2de5c3b16

https://en.wikipedia.org/wiki/Random_sample_consensus

https://arxiv.org/html/2401.15476v1

https://pmc.ncbi.nlm.nih.gov/articles/PMC4012002/

https://www.scribbr.com/methodology/purposive-sampling/

https://livebook.manning.com/wiki/categories/llm/k%2Bsampling

https://x.com/cwolferesearch/status/1702782453926994383

https://community.openai.com/t/is-there-a-single-sampling-method-used-during-inference-or-theres-a-logic-to-use-different-sampling-methods-based-on-a-given-input/729974

https://plainenglish.io/blog/mastering-llm-parameters-a-deep-dive-into-temperature-top-k-and-top-p

https://github.com/theroyallab/tabbyAPI/wiki/08.-Sampling

https://www.vellum.ai/llm-parameters/temperature

https://researcher.life/blog/article/what-is-systematic-sampling-advantages-disadvantages-examples/

https://www.khanacademy.org/math/statistics-probability/designing-studies/sampling-methods-stats/a/sampling-methods-review

https://en.wikipedia.org/wiki/Sample_size_determination

https://www.researchgate.net/figure/Human-evaluation-results-for-beam-search-and-top-k-sampling-with-respect-to-the-correct_tbl1_353489426

https://www.geeksforgeeks.org/reservoir-sampling/

https://ai.google.dev/gemini-api/docs/prompting-strategies

https://www.questionpro.com/blog/systematic-sampling/

https://www.scribbr.com/methodology/convenience-sampling/

https://web.stanford.edu/~jurafsky/slp3/10.pdf

https://surveysparrow.com/blog/systematic-sampling/

https://nvidia.github.io/TensorRT-LLM/advanced/speculative-decoding.html

https://en.wikipedia.org/wiki/Design_effect

https://pmc.ncbi.nlm.nih.gov/articles/PMC7932468/

https://www.youtube.com/watch?v=-BBulGM6xF0

https://byjus.com/maths/random-sampling/

https://aids.miraheze.org/wiki/Settings

https://d3js.org/

https://modelcontextprotocol.io/introduction

https://pytorch.org/docs/stable/torch.html

https://scikit-learn.org/stable/modules/tree.html

https://www.pewresearch.org/

https://codefinity.com/blog/Understanding-Temperature%2C-Top-k%2C-and-Top-p-Sampling-in-Generative-Models

https://docs.unsloth.ai/basics/gemma-3-how-to-run-and-fine-tune

https://udlbook.github.io/udlbook/

https://www.nature.com/articles/s44387-025-00011-z

https://livebook.manning.com/wiki/categories/llm/top-k%2Bsampling

https://en.wikipedia.org/wiki/Nyquist%E2%80%93Shannon_sampling_theorem

https://numpy.org/doc/2.1/reference/random/generated/numpy.random.normal.html

https://www.ibm.com/think/topics/artificial-intelligence

https://www.simplypsychology.org/cluster-sampling.html

https://attri.ai/generative-ai-wiki/llm-optimization-parameters

https://python.langchain.com/api_reference/openai/chat_models/langchain_openai.chat_models.base.ChatOpenAI.html

https://en.wikipedia.org/wiki/Importance_sampling

https://www.goodreads.com/book/show/58340706-one-dark-window

https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct

https://www.geeksforgeeks.org/window-sliding-technique/

https://www.investopedia.com/ask/answers/042815/what-are-disadvantages-using-simple-random-sample-approximate-larger-population.asp

https://en.wikipedia.org/wiki/Categorical_distribution

https://www.youtube.com/watch?v=W8r-tXRLazs

https://en.wikipedia.org/wiki/Variables_sampling_plan

https://nn.labml.ai/sampling/top_k.html

https://developers.google.com/machine-learning/glossary

https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm

https://www.investopedia.com/terms/s/simple-random-sample.asp

https://www.tiktok.com/%40scenttakes/video/7514804561656171818

https://www.youtube.com/watch?v=KuXjwB4LzSA

https://www150.statcan.gc.ca/n1/edu/power-pouvoir/ch13/prob/5214899-eng.htm

https://www.merriam-webster.com/

https://en.wikipedia.org/wiki/Umbrella_sampling

https://www.intel.com/content/www/us/en/homepage.html

https://www.perkinelmer.com/

https://www.jacobs.com/about

https://www.merit.com/

https://www.shimadzu.com/

https://www.realmarykingsclose.com/

https://en.wikipedia.org/wiki/Oversampling_and_undersampling_in_data_analysis

https://www.discoverlosangeles.com/

https://idleon.wiki/wiki/Laboratory

https://www.brooklynvegan.com/leikeli47-neil-young-view-from-the-soyuz-iron-mind-the-cure-reviews/

https://www.native-instruments.com/en/products/komplete/samplers/kontakt-8/?srsltid=AfmBOooPYfXttSXqQFuMemYpzf-wUb6aRkMBYNgOiPIxWllTK4Y2dDzn

https://projectsekai.fandom.com/wiki/Azusawa_Kohane