json tokens llm - SERP Analysis

https://david-gilbertson.medium.com/llm-output-formats-why-json-costs-more-than-tsv-ebaf590bd541

https://medium.com/data-science-at-microsoft/token-efficiency-with-structured-output-from-language-models-be2e51d3d9d5

https://www.ignorance.ai/p/stop-begging-for-json

https://community.openai.com/t/markdown-is-15-more-token-efficient-than-json/841742

https://www.reddit.com/r/LocalLLaMA/comments/1j9rc6r/json_makes_llms_dumber/

https://www.boundaryml.com/blog/type-definition-prompting-baml

https://mattrickard.com/a-token-efficient-language-for-llms

https://www.codista.com/de/blog/optimizing-llm-tokens-by-not-using-json/

https://news.ycombinator.com/item?id=37128603

https://christophergs.com/blog/understanding-llm-tokenization

https://github.com/1rgs/jsonformer

https://lmsys.org/blog/2024-02-05-compressed-fsm/

https://www.reddit.com/r/LocalLLaMA/comments/1ex6ngu/whats_the_best_local_llm_for_json_output_while/

https://community.openai.com/t/best-practices-to-help-gpt-understand-heavily-nested-json-data-and-analyse-such-data/922339

https://www.schemaapp.com/schema-markup/why-structured-data-not-tokenization-is-the-future-of-llms/

https://stackoverflow.com/questions/77407632/how-can-i-get-llm-to-only-respond-in-json-strings

https://news.ycombinator.com/item?id=37125118

https://genai.stackexchange.com/questions/202/how-to-generate-structured-data-like-json-with-llm-models

https://docs.anyscale.com/llms/serving/guides/json_mode/

https://www.linkedin.com/pulse/yaml-vs-json-why-wins-large-language-model-outputs-luciano-ayres-5kqif

https://blog.skyvern.com/how-we-cut-token-count-by-11-and-boosted-success-rate-by-3-9-by-using-html-instead-of-json-in-our-llm-calls/

https://www.baseten.co/blog/how-to-build-function-calling-and-json-mode-for-open-source-and-fine-tuned-llms/

https://www.lamini.ai/blog/guarantee-valid-json-output-with-lamini

https://python.langchain.com/docs/how_to/llm_token_usage_tracking/

https://x.com/tobi/status/1824867992360062993

https://www.vellum.ai/llm-parameters/json-mode

https://docs.honeycomb.io/send-data/llm/text-to-json-quickstart/

https://community.n8n.io/t/get-consistent-well-formatted-markdown-json-outputs-from-llms/80749

https://docs.litellm.ai/docs/completion/token_usage

https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Optimize-json-format-when-connecting-to-LLM/td-p/1340668

https://discuss.ai.google.dev/t/custom-json-token-order/39704

https://ai.stackexchange.com/questions/46106/is-it-possible-to-use-llms-by-manually-picking-the-tokens

https://community.n8n.io/t/solved-how-to-get-llm-token-usage-from-ai-agents/100039

https://learn.microsoft.com/en-us/azure/ai-services/openai/how-to/json-mode

https://www.linkedin.com/posts/andimid_llm-yaml-json-activity-7194395733674901505-7yeL

https://dwemerdynamics.hostwiki.io/en/JSON-LLM

https://llm-guard.com/input_scanners/token_limit/

https://cheatsheetseries.owasp.org/cheatsheets/JSON_Web_Token_for_Java_Cheat_Sheet.html

http://nikas.praninskas.com/ai/2023/04/05/efficient-gpt-data-formats/

https://github.com/AgentOps-AI/tokencost

https://twitter.com/mattpocockuk/status/1915036580168728587

https://t-shaped.nl/make-llms-output-structured-json-data-using-biasing

https://docs.anthropic.com/en/docs/build-with-claude/token-counting

https://upstash.com/docs/qstash/api/llm/create

https://predibase.com/blog/lorax-outlines-better-json-extraction-with-structured-generation-and-lora

https://portswigger.net/web-security/jwt

https://docs.crawl4ai.com/extraction/llm-strategies/

https://arxiv.org/pdf/2407.15021

https://dev.to/sunrabbit123/how-to-force-an-llm-to-output-json-493f

https://docs.mistral.ai/guides/tokenization/

https://x.com/simonw/status/1812964163414814740?lang=en

https://docs.fireworks.ai/api-reference/post-completions

https://fizl.io/blog/posts/vertex-ai-json

https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-llm-rest-api?mkt_tok=aw.ds&mkt_tok=aw.ds&gclid=Cj0KCQjw5oiMBhDtARIsAJi0qk3pCFjhtO9TwueUPAsEHjBFP67yCc_FXV8pZTaJlqSU5dVFTOJVp4YaAuG5EALw_wcB&gclid=Cj0KCQjw5oiMBhDtARIsAJi0qk3pCFjhtO9TwueUPAsEHjBFP67yCc_FXV8pZTaJlqSU5dVFTOJVp4YaAuG5EALw_wcB&utm_cta=homepage-hero-build-us-en

https://botpress.com/integrations/json-web-token

https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/count-tokens

https://docs.go.v7labs.com/docs/how-to-optimise-token-efficiency

https://ai.gopubby.com/i-created-a-custom-llm-optimization-technique-that-cut-my-token-usage-by-60-4f1cf5a0b6a4

https://solo.awsworkshop.io/2_solo_gloo_gateway_workshop/lab_12.html

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

https://blog.dottxt.co/coalescence.html

https://adasci.org/ai-powered-image-to-json-conversion-for-llm-fine-tuning-using-outlines/

https://twitter.com/rohanpaul_ai/status/1759286870247424509

https://cohere.com/blog/introducing-structured-outputs

https://docs.opensearch.org/docs/latest/security/authentication-backends/jwt/

https://www.leeboonstra.dev/prompt-engineering/prompt_engineering_guide3/

https://apxml.com/courses/how-to-build-a-large-language-model/chapter-29-serving-llms-at-scale/api-design-llm-interaction

https://docs.vectorshift.ai/vectorshift/platform/pipelines/large-language-models-llms

https://langfuse.com/faq/all/costs-tokens-langfuse

https://xgrammar.mlc.ai/docs/how_to/json_generation.html

https://docs.cognigy.com/ai/empower/llms/llm-session-token-counter/

https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-100/json.html

https://www.vellum.ai/blog/when-should-i-use-function-calling-structured-outputs-or-json-mode

https://aider.chat/2024/08/14/code-in-json.html

https://local-llm-function-calling.readthedocs.io/en/latest/about.html

https://docs.vllm.ai/en/v0.6.2/serving/openai_compatible_server.html

https://langchain-ai.github.io/langgraphjs/how-tos/streaming-tokens-without-langchain/

https://freeman.vc/notes/constraining-llm-outputs

https://www.profiq.com/lets-make-llms-generate-json/

https://www.awanllm.com/docs

https://docs.litellm.ai/docs/completion/input

https://docs.v1.argilla.io/en/v1.24.0/tutorials/notebooks/labelling-tokenclassification-using-spacy-llm.html

https://unstract.com/tools/llm-token-counter/

https://incident.io/building-with-ai/optimizing-llm-prompts

https://docs.skydeck.ai/developers/develop-your-own-tools/json-format-for-llm-tools

https://ai.azure.com/catalog/models/llm-jp-llm-jp-13b-instruct-full-ac-001-16x-dolly-ichikara-004-001-single-oasst-oasst2-v2-0

https://huggingface.co/docs/transformers/en/llm_tutorial

https://developer.nvidia.com/blog/secure-llm-tokenizers-to-maintain-application-integrity/

https://sophiabits.com/blog/is-it-time-to-stop-requesting-yaml-from-gpt

https://npmjs.com/partial-json

https://heidloff.net/article/watsonx-ai-api/

https://neptune.ai/blog/customizing-llm-output-post-processing-techniques

https://www.toptal.com/web/cookie-free-authentication-with-json-web-tokens-an-example-in-laravel-and-angularjs

https://llm.datasette.io/en/stable/python-api.html

https://kenkantzer.com/lessons-after-a-half-billion-gpt-tokens/

https://community.aws/content/2wWabHxa0No1ZveOI7lMjQg6APP/ensuring-consistent-json-output-from-large-language-models-llms-on-amazon-bedrock?lang=en

https://www.deepchecks.com/5-approaches-to-solve-llm-token-limits/

https://blog.dataiku.com/your-guide-to-structured-text-generation

https://zhuanlan.zhihu.com/p/29875242676