text-encoder

Text Encoders finally matter 🤖🎥 - scale CLIP & LLM influence! + a Nerdy Transformer Shuffle node

ComfyUI node that feeds a reference image through the Qwen3.5-9B vision tower and injects its embeddings into the text prompt (MOSS-Image conditioning)

For SDXL, SD1.5, Flux. Nuke T5 and let CLIP guide Flux.1 on its own! Or let let random guide Flux.1! Or load a CLIP crazy opinion embedding about your image and let that guide the AI!

用更小的 Qwen3.5 替换 MOSS-Image 的 9B 文本编码器

Text Encoder and Decoder

互联网大厂黑话编解码工具，一键将普通人话升维赋能为纯正黑话密文，打通底层逻辑，形成安全加密传输闭环。

[NeurIPS 2025] Official Code for "Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions"

Embed texts in Turkish to be used with OpenAI's CLIP

MiniMax-H3 custom nodes: steering / cache / prompt director

Test the text- and image-encoder CLIP against adversarial text attacks using the text-to-image model Stable Diffusion.

What do we learn from inverting CLIP models? And what does a CLIP 'see' in an image?

E is a text encoder which encodes the text and can decode.

[ICPR'26] Repository for the paper "Cross-Domain Human Action Recognition from Multiview Motion and Textual Descriptions"

A simple web application that allows you to encode and decode text using a custom encoding scheme.

Native mixed-precision quantization for ComfyUI models and text encoders W4A8, W4A4, INT8, FP8, streaming conversion, architecture-aware policies, and validation.

Zero-dependency codec library for UTF-8, Base64, Hex and ByteString encoding/decoding.

Assimilation Matters: Model-level Backdoor Detection in Vision-Language Pretrained Models

MOSS-Image text encoder benchmark: int8 vs bf16, 69 paired cases (same seed / prompt / sampler, only clip_name differs)

Write any data as the 1026 kanji taught in Japanese primary school, and read it back.

A powerful, developer-focused text encoding and security utility library and web application. Zero-dependency core library (suitable for Node.js/Browser) + Premium modern Web Interface.