![]() ![]() SoT is an initial attempt at data-centric optimization for inference efficiency, and showcases the potential of eliciting high-quality answers by explicitly planning the answer structure in language. Not only does SoT provide considerable speed-ups across 12 LLMs, but it can also potentially improve the answer quality on several question categories. URLs can only be sent over the Internet using the ASCII character-set. Find out the 3-letter code of an airport or identify which airport uses a particular code. URL encoding converts characters into a format that can be transmitted over the Internet. This search tool returns 2 search results. Find out the 2-letter code of an airline or identify to which airline a 2-letter code corresponds. In this work, motivated by the thinking and writing process of humans, we propose Skeleton-of-Thought (SoT), which first guides LLMs to generate the skeleton of the answer, and then conducts parallel API calls or batched decoding to complete the contents of each skeleton point in parallel. This airline and airport code search engine provides an official source for codes assigned by IATA. ![]() One of the major causes of the high generation latency is the sequential decoding approach adopted by almost all state-of-the-art LLMs. Copy-paste the string to encode or decode here. Nevertheless, many messages could not be decrypted until today. Alan Turing and his attempts to crack the Enigma machine code changed history. If you want to learn more about url encoding, jump to the Url Encoding Explained section of this page. The Enigma cipher machine is well known for the vital role it played during WWII. View a PDF of the paper titled Skeleton-of-Thought: Prompting LLMs for Efficient Parallel Generation, by Xuefei Ning and 5 other authors View PDF HTML (experimental) Abstract:This work aims at decreasing the end-to-end generation latency of large language models (LLMs). Encodes or decodes a string so that it conforms to the the Uniform Resource Locators Specification - URL (RFC 1738).
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