- Giants
- Perplexity
- JOLT token efficiency
JOLT token efficiency
Perplexity's line chart drew 75.6K views on X: 0.9x its typical post and #2 of 3 Perplexity charts we track by views. Read Oct 23, 2026.
New research: We developed JOLT, a post-training method where one model acts as both teacher and student, with the teacher trained to give feedback the student can use.
Why it spread
It spread because a polished, self-explaining line chart made a clear claim easy to grasp: JOLT matched GRPO's accuracy with 6.5x fewer training tokens, and the post drew 39,268 views, 298 likes, 21 reposts, 11 quotes and 96 saves.
What worked
- The chart type matched the message: a line chart directly showed JOLT needing fewer tokens to reach GRPO's accuracy.
- High design polish and high self-labelling meant the chart explained itself without extra context.
- The post text stated the result plainly and the branded chart included a source line, while the quote rate landed in the top quarter.
What to borrow
Use a simple line chart with a clear self-label and a source line when we have a before-and-after efficiency claim, and state the headline comparison in one plain sentence in the post text.
Careful
Do not over-read the engagement as proof of the method's general value, since the account's typical likes and normal performance are unknown, and do not copy the exact framing without our own measured comparison.
Written by our analysis model from the measured numbers above, not by Perplexity.
Make it yours
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API
Not in the API yet
We have not read this chart's numbers yet, so the API has nothing to return for it. Charts with numbers read are on the data page, and each one can be called by id.
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Questions people ask
How far did Perplexity's "JOLT token efficiency" chart travel?
75,646 views, 574 likes, 52 reposts and 276 saves on X, read Oct 23, 2026. A normal post from @perplexity_ai gets about 82.6K views.
What kind of chart is it?
A line chart. JOLT needs fewer tokens to reach GRPO's accuracy.
Can I use Perplexity's chart?
Use the format, not the picture. The chart, logo and design belong to Perplexity. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.