{"id":"5053e651f11d","page":"/c/5053e651f11d/","topic":"Compute equivalent gain by benchmark and thinking level","publisher":"@EpochAIResearch","official":false,"platform":"X","publishedAt":"2025-08-02T20:00:05.000Z","model":"Claude 3","form":"grouped-bar","metrics":{"views":1406,"likes":31,"reposts":2,"quotes":0,"replies":1,"saves":2},"readAt":"2026-10-12T21:30:08.589Z","chartsInPost":1,"score":34,"scoreWeights":{"views":0.4,"likes":0.3,"eng":0.15,"save":0.15},"quadrant":"loved","ranks":{"score":{"industry":{"n":851,"of":1162},"company":{"n":42,"of":59}},"views":{"industry":{"n":1113,"of":1162},"company":{"n":50,"of":59}},"likes":{"industry":{"n":951,"of":1162},"company":{"n":46,"of":59}},"eng":{"industry":{"n":10,"of":1162},"company":{"n":6,"of":59}},"save":{"industry":{"n":251,"of":1162},"company":{"n":27,"of":59}}},"percentiles":{"industry":{"views":0.042598967297762476,"likes":0.18416523235800344,"eng":0.9918244406196214,"save":0.7844234079173839},"company":{"views":0.16101694915254236,"likes":0.23728813559322035,"eng":0.9067796610169492,"save":0.5508474576271186}},"peers":{"industry":1162,"company":59,"companyName":"@epochairesearch"},"medians":{"industry":{"views":39945,"likes":289,"eng":0.007331788144862199,"save":0.0007642791742968587},"company":{"views":5278,"likes":63,"eng":0.013723883654240066,"save":0.0012807487454203996},"form":{"n":108,"views":87497,"eng":0.006289672292921017}},"ratios":{"vsCompanyViews":0.26638878363016294,"vsCompanyLikes":0.49206349206349204,"viewsPerFollower":null,"viewsPerDay":3.2243081348759177},"followers":null,"reads":[{"at":"2026-10-12T15:35:27.549Z","views":1406,"likes":31,"reposts":2,"quotes":0,"replies":1,"saves":2,"source":"x-search-cache"}],"chartData":"/api/charts/5053e651f11d.json","copy":{"en":{"why":[{"factor":"engagement","text":"Its 2.42% engagement rate sits at the 99th percentile among AI chart posts, against a 0.73% median."},{"factor":"reach-vs-company","text":"Views of 1.4K are 0.27x this company's 5.3K median, ranking #50 of 59 @EpochAIResearch posts."},{"factor":"launch-day","text":"It ranked #4 of 4 posts from this account that day, with 4 posts published on August 2, 2025."}],"verdict":"It sits in the Small but loved quadrant, with a score rank of #851 of 1,162 AI chart posts.","news":{"headline":"@EpochAIResearch charts compute equivalent gain by benchmark and thinking level","dek":"A grouped bar chart on compute equivalent gain drew 1.4K views and a 2.42% engagement rate, above the AI chart median.","what":"@EpochAIResearch posted a grouped bar chart on compute equivalent gain by benchmark and thinking level on August 2, 2025. It was one of 4 posts from the account that day, alongside posts on o1-high vs GPT-4o, training GPT-4o on 9x more compute, and compute equivalent algorithmic gain.","numbers":"It reached 1.4K views, ranking #1,113 of 1,162 AI chart posts and #50 of 59 @EpochAIResearch posts. Its score rank is #851 of 1,162 AI chart posts.","lesson":"At a 0.14% save rate, this grouped bar chart with 4 models shown was saved less than it was liked. The 2.42% engagement rate, at the 99th percentile among AI chart posts, came with a 0.14% save rate.","implication":"For @EpochAIResearch, this post's 1.4K views are 0.27x the account's 5.3K median, ranking #50 of 59 of its posts. The 2.42% engagement rate against a 1.37% median for this account shows the gap between likes and views."}},"zh":{"why":[{"factor":"engagement","text":"互动率2.42%，在1162条AI图表帖中排第10，高于中位数0.73%。"},{"factor":"reach-vs-company","text":"浏览量1406，仅为公司中位数5278的0.27倍，排第50。"},{"factor":"launch-day","text":"发布当天4条帖子中排第4，浏览量最低。"}],"verdict":"范围小，但很受欢迎，在1162条AI图表帖中排第851。","news":{"headline":"@EpochAIResearch图表互动率居前","dek":"浏览量低但互动率极高，排第10。","what":"2025年8月2日，@EpochAIResearch发布1张图表，当天另有3条帖子。","numbers":"浏览量1406，在1162条AI图表帖中排第1113，低于中位数4万。互动率2.42%，排第10。","lesson":"高互动率帖子，浏览量仅为公司中位数0.27倍，互动率却达第99百分位。","implication":"该帖在@EpochAIResearch的59条帖子中排第42，互动率高于公司中位数1.37%。"}},"lane":"en:amd/DeepSeek-V4.1-Flash zh:amd/DeepSeek-V4-Flash","checkedAt":"2026-10-13T20:16:40.821Z"}}