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# ![@LiJunnan0409 Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::4716962310.png) @LiJunnan0409 Li Junnan

Li Junnan posts on X about vision token, open ai, comet, knight the most. They currently have XXXXX followers and XX posts still getting attention that total XXXXX engagements in the last XX hours.

### Engagements: XXXXX [#](/creator/twitter::4716962310/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::4716962310/c:line/m:interactions.svg)

- X Week XXXXX +1,003%
- X Month XXXXX -XX%
- X Months XXXXXXX +1,140%
- X Year XXXXXXX +223%

### Mentions: X [#](/creator/twitter::4716962310/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::4716962310/c:line/m:posts_active.svg)

- X Month X -XX%
- X Months XX +900%
- X Year XX +267%

### Followers: XXXXX [#](/creator/twitter::4716962310/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::4716962310/c:line/m:followers.svg)

- X Week XXXXX +1%
- X Month XXXXX +4.40%
- X Months XXXXX +20%
- X Year XXXXX +28%

### CreatorRank: XXXXXXX [#](/creator/twitter::4716962310/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::4716962310/c:line/m:influencer_rank.svg)

### Social Influence [#](/creator/twitter::4716962310/influence)
---

**Social category influence**
[cryptocurrencies](/list/cryptocurrencies)  [technology brands](/list/technology-brands) 

**Social topic influence**
[vision token](/topic/vision-token), [open ai](/topic/open-ai), [comet](/topic/comet), [knight](/topic/knight), [compact](/topic/compact)

**Top assets mentioned**
[Vision Token (VISION)](/topic/vision-token)
### Top Social Posts [#](/creator/twitter::4716962310/posts)
---
Top posts by engagements in the last XX hours

"1 vision token = XX text tokens is not something that can be concluded based on their experiments. XXX% text reconstruction does not imply that the vision tokens encode all textual information since the language decoder plays a big role. Need to remove the language prior to get a more accurate compression ratio. E.g. what if the image contains text in non-readable order"  
[X Link](https://x.com/LiJunnan0409/status/1980446374144667774) [@LiJunnan0409](/creator/x/LiJunnan0409) 2025-10-21T01:29Z 2777 followers, XXX engagements


"Maybe ChatGPT Atlas should consider using our GTA1 grounder 😉"  
[X Link](https://x.com/LiJunnan0409/status/1980785983382765740) [@LiJunnan0409](/creator/x/LiJunnan0409) 2025-10-21T23:59Z 2777 followers, XXX engagements


"There lacks evidence that pixel-based representations are more compact than representing language directly as text tokens. The saying An image is worth a thousand words actually implies that an image can be interpreted in countless ways most of which are irrelevant to language understanding. Even though a vision encoder can abstract away much of this irrelevant information it raises a question: why go through that detour when we can represent meaning directly with text tokens"  
[X Link](https://x.com/LiJunnan0409/status/1980788548375835071) [@LiJunnan0409](/creator/x/LiJunnan0409) 2025-10-22T00:09Z 2777 followers, 2299 engagements

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

@LiJunnan0409 Avatar @LiJunnan0409 Li Junnan

Li Junnan posts on X about vision token, open ai, comet, knight the most. They currently have XXXXX followers and XX posts still getting attention that total XXXXX engagements in the last XX hours.

Engagements: XXXXX #

Engagements Line Chart

  • X Week XXXXX +1,003%
  • X Month XXXXX -XX%
  • X Months XXXXXXX +1,140%
  • X Year XXXXXXX +223%

Mentions: X #

Mentions Line Chart

  • X Month X -XX%
  • X Months XX +900%
  • X Year XX +267%

Followers: XXXXX #

Followers Line Chart

  • X Week XXXXX +1%
  • X Month XXXXX +4.40%
  • X Months XXXXX +20%
  • X Year XXXXX +28%

CreatorRank: XXXXXXX #

CreatorRank Line Chart

Social Influence #


Social category influence cryptocurrencies technology brands

Social topic influence vision token, open ai, comet, knight, compact

Top assets mentioned Vision Token (VISION)

Top Social Posts #


Top posts by engagements in the last XX hours

"1 vision token = XX text tokens is not something that can be concluded based on their experiments. XXX% text reconstruction does not imply that the vision tokens encode all textual information since the language decoder plays a big role. Need to remove the language prior to get a more accurate compression ratio. E.g. what if the image contains text in non-readable order"
X Link @LiJunnan0409 2025-10-21T01:29Z 2777 followers, XXX engagements

"Maybe ChatGPT Atlas should consider using our GTA1 grounder 😉"
X Link @LiJunnan0409 2025-10-21T23:59Z 2777 followers, XXX engagements

"There lacks evidence that pixel-based representations are more compact than representing language directly as text tokens. The saying An image is worth a thousand words actually implies that an image can be interpreted in countless ways most of which are irrelevant to language understanding. Even though a vision encoder can abstract away much of this irrelevant information it raises a question: why go through that detour when we can represent meaning directly with text tokens"
X Link @LiJunnan0409 2025-10-22T00:09Z 2777 followers, 2299 engagements

creator/x::LiJunnan0409
/creator/x::LiJunnan0409