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LLM Output Formats: Why JSON Costs More Than TSV
https://david-gilbertson.medium.com/llm-output-formats-why-json-costs-more-than-tsv-ebaf590bd541
medium
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Token efficiency with structured output from language models
https://medium.com/data-science-at-microsoft/token-efficiency-with-structured-output-from-language-models-be2e51d3d9d5
medium
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Stop begging for JSON - by Charlie Guo - Artificial Ignorance
https://www.ignorance.ai/p/stop-begging-for-json
artificial ignorance
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avoid extra characters outside of json llm reponse
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Markdown is 15% more token efficient than JSON - Prompting
https://community.openai.com/t/markdown-is-15-more-token-efficient-than-json/841742
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Your prompts are using 4x more tokens than you need - Boundary
https://www.boundaryml.com/blog/type-definition-prompting-baml
6
JSON makes llms dumber? : r/LocalLLaMA - Reddit
https://www.reddit.com/r/LocalLLaMA/comments/1j9rc6r/json_makes_llms_dumber/
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A Token Efficient Language for LLMs - Matt Rickard
https://mattrickard.com/a-token-efficient-language-for-llms
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Optimizing LLM tokens by not using JSON - Codista
https://www.codista.com/de/blog/optimizing-llm-tokens-by-not-using-json/
9
The Technical User's Introduction to LLM Tokenization
https://christophergs.com/blog/understanding-llm-tokenization
10
How does the LLM know what valid JSON tokens are ... - Hacker News
https://news.ycombinator.com/item?id=37128603
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Fast JSON Decoding for Local LLMs with Compressed Finite State ...
https://lmsys.org/blog/2024-02-05-compressed-fsm/
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1rgs/jsonformer: A Bulletproof Way to Generate Structured ... - GitHub
https://github.com/1rgs/jsonformer
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Best practices to help GPT understand heavily nested json data and ...
https://community.openai.com/t/best-practices-to-help-gpt-understand-heavily-nested-json-data-and-analyse-such-data/922339
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Order of JSON fields can hurt your LLM output : r/LangChain - Reddit
https://www.reddit.com/r/LangChain/comments/1hssvvq/order_of_json_fields_can_hurt_your_llm_output/
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Structured Data, Not Tokenization, is the Future of LLMs - Schema App
https://www.schemaapp.com/schema-markup/why-structured-data-not-tokenization-is-the-future-of-llms/
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How can I get LLM to only respond in JSON strings? - Stack Overflow
https://stackoverflow.com/questions/77407632/how-can-i-get-llm-to-only-respond-in-json-strings
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Show HN: LLMs can generate valid JSON 100% of the time
https://news.ycombinator.com/item?id=37125118
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YAML vs. JSON: Why YAML Wins for Large Language Model Outputs
https://www.linkedin.com/pulse/yaml-vs-json-why-wins-large-language-model-outputs-luciano-ayres-5kqif
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Constrained generation with JSON mode - Anyscale Docs
https://docs.anyscale.com/llms/serving/guides/json_mode/
20
How to build function calling and JSON mode for open-source and ...
https://www.baseten.co/blog/how-to-build-function-calling-and-json-mode-for-open-source-and-fine-tuned-llms/
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llm dynamic batching
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How we cut token count by 11% and boosted success rate by 3.9 ...
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/
22
Unlock the Full Potential of LLMs: Ditch JSON for DSLs!
https://meanderingthoughts.hashnode.dev/unlock-the-full-potential-of-llms-ditch-json-for-dsls
23
Guarantee Valid JSON Output with Lamini - Enterprise LLM Platform
https://www.lamini.ai/blog/guarantee-valid-json-output-with-lamini
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How to generate structured data like JSON with LLM models?
https://genai.stackexchange.com/questions/202/how-to-generate-structured-data-like-json-with-llm-models
25
Structured Output (JSON) - LoRAX Docs
https://loraexchange.ai/guides/structured_output/
26
JsonLLM: Getting LLMs to follow some rules - Jerome Swannack
http://www.jeromeswannack.com/projects/2023/06/30/jsonllm.html
27
tobi lutke on X
https://x.com/tobi/status/1824867992360062993
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How to track token usage for LLMs - ️ LangChain
https://python.langchain.com/docs/how_to/llm_token_usage_tracking/
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How to use JSON Mode - Vellum AI
https://www.vellum.ai/llm-parameters/json-mode
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Text to JSON Quick Start - Honeycomb Docs
https://docs.honeycomb.io/send-data/llm/text-to-json-quickstart/
31
Optimize json format when connecting to LLM - Alteryx Community
https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Optimize-json-format-when-connecting-to-LLM/td-p/1340668
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Completion Token Usage & Cost - LiteLLM
https://docs.litellm.ai/docs/completion/token_usage
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Custom JSON Token Order - Gemini API
https://discuss.ai.google.dev/t/custom-json-token-order/39704
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Get consistent, well-formatted Markdown/JSON outputs from LLMs
https://community.n8n.io/t/get-consistent-well-formatted-markdown-json-outputs-from-llms/80749
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Is it possible to use LLMs by manually picking the tokens?
https://ai.stackexchange.com/questions/46106/is-it-possible-to-use-llms-by-manually-picking-the-tokens
36
Solved - How to Get LLM Token Usage from AI Agents - Tips & Tricks
https://community.n8n.io/t/solved-how-to-get-llm-token-usage-from-ai-agents/100039
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Learn how to use JSON mode - Azure OpenAI
https://learn.microsoft.com/en-us/azure/ai-services/openai/how-to/json-mode
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Why LLMs prefer YAML over JSON - LinkedIn
https://www.linkedin.com/posts/andimid_llm-yaml-json-activity-7194395733674901505-7yeL
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How Large Language Models Work - CHIM
https://dwemerdynamics.hostwiki.io/en/JSON-LLM
40
JSON Web Token for Java - OWASP Cheat Sheet Series
https://cheatsheetseries.owasp.org/cheatsheets/JSON_Web_Token_for_Java_Cheat_Sheet.html
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Efficient Data Formats for GPT - Nikas Praninskas
http://nikas.praninskas.com/ai/2023/04/05/efficient-gpt-data-formats/
42
AgentOps-AI/tokencost: Easy token price estimates for 400+ ... - GitHub
https://github.com/AgentOps-AI/tokencost
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Matt Pocock on X: "Deleted the JSON vs XML post The example I ...
https://twitter.com/mattpocockuk/status/1915036580168728587
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Make LLM's output structured JSON data using biasing - T-shaped
https://t-shaped.nl/make-llms-output-structured-json-data-using-biasing
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Token counting - Anthropic API
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Token Limit Scanner - LLM Guard
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47
Understanding JWT.io: A Comprehensive Guide to JSON Web Tokens
https://apipark.com/techblog/en/understanding-jwt-io-a-comprehensive-guide-to-json-web-tokens/
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JWT attacks | Web Security Academy - PortSwigger
https://portswigger.net/web-security/jwt
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LoRAX + Outlines: Better JSON Extraction with LoRA - Predibase
https://predibase.com/blog/lorax-outlines-better-json-extraction-with-structured-generation-and-lora
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Create Chat Completion - Upstash Documentation
https://upstash.com/docs/qstash/api/llm/create
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51
LLM Strategies - Crawl4AI Documentation (v0.6.x)
https://docs.crawl4ai.com/extraction/llm-strategies/
52
Generating Guaranteed JSON from open source models with ...
https://www.guardrailsai.com/blog/json-with-open-source-models
53
Tokenization | Mistral AI Large Language Models
https://docs.mistral.ai/guides/tokenization/
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Simon Willison on X: "Output token limits like this are important for ...
https://x.com/simonw/status/1812964163414814740?lang=en
twitter
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[PDF] arXiv:2407.15021v1 [cs.CL] 21 Jul 2024
https://arxiv.org/pdf/2407.15021
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attention is all you need
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56
Create Completion - Fireworks AI Docs
https://docs.fireworks.ai/api-reference/post-completions
57
Generating Valid JSON with LLMs Using Google's Vertex AI - Fizl
https://fizl.io/blog/posts/vertex-ai-json
58
config.json Reference - Docs | Continue
https://docs.continue.dev/json-reference
continue config.yaml
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Cortex LLM REST API - Snowflake Documentation
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Secure LLM Tokenizers to Maintain Application Integrity
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JSON Web Token Tutorial: An Example in Laravel and AngularJS
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Structured output | Gemini API | Google AI for Developers
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