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Gemma-4-31b Pareto Frontier for Code Arena

@arenaX · May 6, 2026

Gemma-4-31b Pareto Frontier for Code Arena

@arena's scatter plot drew 40.2K views on X: 0.9x its median post and #579 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

Gemma-4-31b shifts the Pareto Frontier for Code Arena

XData Scatter plot Gemma 4 All Google models glm-5.1claude-opus-4-7-thinkingkimi-k2.6qwen3.6-plusgemma-4-31bmimo-v2.5-flashdeepseek-v4-pro-thinkingmimo-v2-flash

@arena: Gemma-4-31b Pareto Frontier for Code Arena — Published by @arena on X, May 6, 2026. Source: x.com

62/ 100

ViralChart score

Reached and resonated

More views and a higher engagement rate than the median post: it travelled and people acted on it.

#421 of 1,162 AI chart posts we hold · #73 of 239 @arena posts. Score = views 40%, likes 30%, engagement rate 15%, save rate 15%, each as a percentile of every AI chart post we hold.

Our read

The post sits in the Reached and resonated quadrant at #421 of 1,162 AI chart posts.

Its 0.19% save rate sits at the 88th percentile among AI chart posts, against a 0.076% median.

The post's score of 62 lands at #421 of 1,162 AI chart posts and #73 of 239 @arena posts.

Scatter plots drew 40.2K views here against a 22.4K median for the type, a 1.8x ratio.

0.17views per follower

40.2K views from an account with 234.1K followers.

top 12%save rate

0.187% of viewers bookmarked it to come back to. The median post gets 0.076%.

top 24%engagement rate

1.07% of viewers liked, reposted, quoted or replied. The median post gets 0.73%.

1.8xthe median scatter plot post

Across 187 scatter plot posts we hold, the median gets 22.4K views.

Public X numbers from our read on Oct 12, 2026. Peers: 1,162 AI chart posts we hold and 239 from @arena.

Where it sits

Reach against resonance

Each dot is a post. Right is more views, up is a higher engagement rate. The lines are the medians, so the four corners are the four kinds of post.

Among 1,162 AI chart posts we hold

Score #421 of 1,162

Views	40.2K	#579	top 50%
Likes	380	#512	top 44%
Engagement rate	1.07%	#277	top 24%
Save rate	0.187%	#136	top 12%

Among 239 @arena posts

Score #73 of 239

Views	40.2K	#130	bottom 46%
Likes	380	#113	top 47%
Engagement rate	1.07%	#39	top 16%
Save rate	0.187%	#11	top 4%

Growth

One read so far

Views40.2K

Age at our read159 days

Views per day of life253views divided by days since it was posted

Dots are our reads. The dotted line from the day it was posted to our first read is a gap, not data.

@arena's posts over time

Every post from this account we hold, by date and views. This one is marked; the line is the running median of the last 10.

News · May 6, 2026

@arena charts Gemma-4-31b on the Code Arena Pareto frontier

A scatter plot of 8 models drew 40.2K views and a 1.07% engagement rate, with saves at the 88th percentile among AI chart posts.

What happened

@arena posted a scatter plot on May 6, 2026, titled Gemma-4-31b Pareto Frontier for Code Arena. It was the account's only post that day.

The numbers

It reached 40.2K views, ranking #579 of 1,162 AI chart posts, and scored 62, ranking #421 of 1,162 AI chart posts and #73 of 239 @arena posts.

The lesson

A 0.19% save rate at the 88th percentile among AI chart posts shows that a scatter plot of 8 models is what readers bookmark to cite.

What it means

At #73 of 239 @arena posts, this chart sits in the account's upper third, and its 0.19% save rate clears the 0.076% median among AI chart posts.

Written by ViralChart from public numbers read on Oct 12, 2026. Every number is checked against our data before it is shown.

Updates: what @arena posted next

Data and API

8 points read off this chart

Estimated from the image 49%

Group	Value	Read
claude-opus-4-7-thinking	1600	printed
glm-5.1	1550	estimated
kimi-k2.6	1500	estimated
qwen3.6-plus	1450	estimated
gemma-4-31b	1387	printed
mimo-v2.5-pro	1400	estimated
deepseek-v4-pro-thinking	1350	estimated
mimo-v2-flash (non-thinking)	1300	estimated

Max plan · API

GET https://viral-chart.com/api/posts/a2cb0e2593e2.json
GET https://viral-chart.com/api/charts/a2cb0e2593e2.json
GET https://viral-chart.com/api/charts/a2cb0e2593e2.skill.md

Make one like this Open the post JSON Chart data JSON Skill file API docs

Static files in this prototype. The post JSON holds the public numbers, ranks, score, quadrant, our reads and, when checked, our copy.

API · Max

Use this chart via API

On the Max plan you can pull this chart's numbers with the provenance of each one, as JSON or CSV, with its redraw spec, or call it from an agent over MCP. Chart id a2cb0e2593e2.

Approximate values. Our two readings of this chart agreed only in part (confidence 0.49 of 1), so check the original before you quote a number. The API marks it lowConfidence, and ?min_confidence=0.5 leaves it out.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/a2cb0e2593e2`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/a2cb0e2593e2/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/a2cb0e2593e2/render?view=1`	The draw-only view this page uses	Open
POST	`/mcp`	Tool get_chart_data with this id, for Claude, Cursor and other agents	Max

curlMax

curl -s https://viral-chart.com/api/v1/charts/a2cb0e2593e2/data \
  -H "Authorization: Bearer $VIRALCHART_KEY"

Claude CodeMax

claude mcp add --transport http viralchart https://viral-chart.com/mcp \
  --header "Authorization: Bearer $VIRALCHART_KEY"

60 requests a minute per key; over that you get 429 with Retry-After. Up to 5 keys per account, made on your account page and shown once. Without Max, the data route answers 402 with a link to the plans. The numbers describe a chart its publisher owns, and every file carries a license note.