# Attention diagrams with bilingual lyrics

> A portrait-format treatment of the Transformer paper pairs recurrent chains, attention links and matrix diagrams with large English lyric captions and smaller Chinese translations, ending with paper credits.

- Kind: Video
- Page: https://meetreference.com/v/video-attention-diagrams-with-bilingual-lyrics-d31034/
- Ready-to-use agent handoff: https://meetreference.com/v/video-attention-diagrams-with-bilingual-lyrics-d31034/agent.txt
- Exact prompt as plain text: https://meetreference.com/v/video-attention-diagrams-with-bilingual-lyrics-d31034/prompt.txt
- Authorship: AI-made, per the source
- Made with: Not stated
- Model: Opus 5.5
- Built with: not stated
- Style: Explainers; technical, minimalist, typographic, diagrammatic, bilingual, dark
- Length and format: 2 min, 9:16 (720x1280 source)
- Playback: a muted visual reference. The original soundtrack is available only at the source.
- Shared by @Tz_2022 in X, Sep 26, 2026: https://x.com/Tz_2022/status/2103847430005682222
- Prompt fidelity: Verbatim. This is the complete prompt exactly as the creator published it.

## Before you start

Guidance from Reference, separate from the creator's instructions.

1. Read the reference and inspect the project, installed libraries, and available agent skills before writing code. Reuse suitable tools already present.
2. Prefer the creator-reported libraries and skills when they fit the task. Explain what useful additions help with, and install missing project dependencies or relevant skills from official sources when the environment and the user's existing permissions allow it. Respect the project's package manager and setup rules; do not ask again for routine setup already authorized.
3. Distinguish tools used by the creator from your own recommendations. A listed tool is not automatically required, and an empty tools or requirements list means the setup is unknown, not that nothing is needed.
4. Ask concise questions when missing inputs or choices materially affect the result: paid services, credentials, the user's assets, or a different production approach. Use existing answers and permissions; continue independent work while waiting.
5. If a useful library, skill, or service cannot be installed or used, explain an available alternative and its expected effect on quality, features, or effort. Get the user's choice before a material compromise; otherwise state the fallback and continue. Never silently simplify the result or claim to have used a tool you did not use.

## Recreating this video

These are the creator's published instructions, unedited.

## Prompt

```text
为 Attention is all you need 论文做一个说唱风格的 MV 吧，英文唱词，中英双语字幕
```

## What it looks like

Written by Reference from the video frames, not by the creator.

A dark, editorial-style educational music video pairing rap lyrics with diagrams that illustrate transformer concepts.

- Color: Near-black and charcoal backgrounds with restrained neon accents in pink, coral, lavender, cyan, yellow, and green.
- Type: Clean condensed sans-serif lyrics in large white text, with selected words highlighted in accent colors; small monospaced labels and formulas; Chinese translations beneath the English lyrics.
- Framing: Centered technical diagrams and word-to-word connections occupy the upper and middle areas. Large English lyrics and smaller Chinese translations sit below, with compact section labels near the top and a thin colored rule near the bottom.
- Structure: A consistent vertical explainer layout alternates between lyric-focused frames and visualizations of attention, multi-head attention, and encoder/decoder components. Diagrams use labeled blocks, grids, and connecting lines to explain the technical ideas.

Storyboard, nine frames spread across the video: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/storyboard.webp

- Frame 1 at 5.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f1.webp
- Frame 2 at 15.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f2.webp
- Frame 3 at 25.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f3.webp
- Frame 4 at 35.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f4.webp
- Frame 5 at 45.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f5.webp
- Frame 6 at 55.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f6.webp
- Frame 7 at 65.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f7.webp
- Frame 8 at 75.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f8.webp
- Frame 9 at 85.0s: https://meetreference.com/media/video-attention-diagrams-with-bilingual-lyrics-d31034/f9.webp

## How it was made, per the creator

- Notes: Reference shows a muted excerpt from 1:06 to 2:36. Watch the complete video at the original source.

## Links

- Watch: https://x.com/Tz_2022/status/2103847430005682222
- Original post: https://x.com/Tz_2022/status/2103847430005682222
- Discovery collection: https://data.openchamber.dev/opus-5-5-videos/v/tz_2022-2103847430005682222