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Semantic Tokens

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Tencent Cloud Developer
Tencent Cloud Developer
Jun 14, 2024 · Artificial Intelligence

GPT-4o Speech Multimodal Technology: Speech Tokenization, LLM Integration, and Zero-shot TTS

GPT‑4o’s speech multimodal system discretizes audio into semantic and acoustic tokens, integrates these tokens with large language models through multi‑stage instruction tuning, and employs hierarchical zero‑shot text‑to‑speech decoding, enabling low‑latency, streaming, and prompt‑driven voice synthesis for applications like gaming.

AudioLMGPT-4oLLM integration
0 likes · 33 min read
GPT-4o Speech Multimodal Technology: Speech Tokenization, LLM Integration, and Zero-shot TTS
ByteFE
ByteFE
Aug 24, 2021 · Frontend Development

Understanding VSCode Syntax Highlighting and Language Extension Mechanisms

This article explains how VSCode implements code highlighting, tokenization, and advanced language features through declarative TextMate grammars, programmable language extensions, DocumentSemanticTokensProvider, the VSCode Language API, and the Language Server Protocol, illustrated with practical configuration examples and code snippets.

LSPSemantic TokensSyntax Highlighting
0 likes · 20 min read
Understanding VSCode Syntax Highlighting and Language Extension Mechanisms
Taobao Frontend Technology
Taobao Frontend Technology
Mar 19, 2021 · Frontend Development

How VS Code’s Semantic Tokens API Boosts Syntax Highlighting Performance

This article explains VS Code’s evolution from TextMate‑based syntax highlighting to the new Semantic Tokens Provider API, detailing performance improvements, underlying token encoding, and how language servers implement semantic highlighting for faster, more accurate code coloring.

Editor PerformanceLanguage Server ProtocolSemantic Tokens
0 likes · 14 min read
How VS Code’s Semantic Tokens API Boosts Syntax Highlighting Performance