作者强调其系统无需重新训练即可零样本泛化到新任务，这与当前AI模型通常需要针对特定任务进行微调的主流实践形成鲜明对比，提出了一个反直觉的泛化能力观点。

作者声称一个仅20K参数的协调者能够超越GPT-5等顶级大模型，这一结论与行业对模型规模与能力关系的普遍认知相悖，提出了一个极具挑战性的反直觉观点。

令人惊讶的是：SELFDOUBT方法通过两级部署策略，在没有任务特定标签的情况下实现了90%的准确率和71%的覆盖率。这一成果表明，通过简单分析模型输出中的犹豫和验证行为，可以构建出高效的置信度过滤器，大幅提升模型在实际应用中的可靠性，无需额外标注数据。

https://www.mohawk-finishing.com/products/wood-touch-up-repair/fillers/fil-stik-putty-sticks/

Putty sticks (aka paint sticks) are good for filling in nicks and dings on furniture.

These putty sticks and some crayons are also great for restoring the colored index lines on typewriters as well as other colored metal parts and occasionally on some plastic typewriter keys.

M231-10104 SYY Red<br /> M230-0054 Crimson Rose #SN292<br /> M230-0046 COCONUT, COTTON, BRIE, HEAVY CREAM, SNOWFLAKE <br /> M230-0090 Picket Fence

ReconfigBehSci. (2021, December 11). RT @MackayIM: Booster access brought forward to slow spread of Omicron COVID-19 variant https://t.co/PukbPydylw [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1469633384511119364

Prof. Shane Crotty. (2021, October 19). 1/ The regular vaccines give great booster responses against Delta and other variants This was first shown by Moderna, with “original recipe” vaccine booster, compare to Beta booster. Https://nature.com/articles/s41591-021-01527-y https://t.co/g7YDwGIURP [Tweet]. @profshanecrotty. https://twitter.com/profshanecrotty/status/1450489709050744833

Jørgensen, F. J., Nielsen, L. H., & Petersen, M. B. (2021). Willingness to Take the Booster Vaccine in a Nationally Representative Sample of Danes. PsyArXiv. https://doi.org/10.31234/osf.io/wurz8

Khairy Jamaluddin 🇲🇾🌺. (2021, November 14). Real world data from Chile has shown significant increase in vaccine effectiveness after a booster for people who took Sinovac for their primary series. Biggest boost came with a Pfizer booster. Other countries are also combining SSP. Take the booster when offered. Https://t.co/N98K1eEvTR [Tweet]. @Khairykj. https://twitter.com/Khairykj/status/1459800517635305474

Lewis, T. (n.d.). Who Needs a COVID Booster Shot? Experts Answer Common Questions. Scientific American. Retrieved April 29, 2022, from https://www.scientificamerican.com/article/who-needs-a-covid-booster-shot-experts-answer-common-questions/

Ravi K Gupta [@ravgup33_ravi]. (2021, November 24). This one is worrying and I’ve not said that since delta. Please get vaccinated and boosted and mask up in public as the mutations in this virus likely result in high level escape from neutralising antibodies [Tweet]. Twitter. https://twitter.com/ravgup33_ravi/status/1463626745651806208

Meaghan Kall. (2021, November 15). There are 2 other impressive conclusions from this study: 1. Comparing vaccine effectiveness of booster vs “fully vaxxed” as the baseline. Booster ADDS 81-85% protection against symptomatic infection ON TOP of what you already had from your primary (2-dose) vaccination https://t.co/5EO7m6GHTZ [Tweet]. @kallmemeg. https://twitter.com/kallmemeg/status/1460207567070769156

Prof. Dr. Sanjeev Bagai. (2021, November 23). Comprehensive dossier evidence of effectiveness of third dose Vax. @TVMohandasPai @ARanganathan72 @TimesNow @RShivshankar [Tweet]. @BagaiDr. https://twitter.com/BagaiDr/status/1463121434830512129

Dr Duncan Robertson. (2021, December 14). This is an important point that needs to get out there. It takes time for the booster to work. People will not have invincibility straight after receiving their booster, and should still be cautious. [Tweet]. @Dr_D_Robertson. https://twitter.com/Dr_D_Robertson/status/1470795837525663749

Reuters. ‘CDC Overrides Advisory Panel to Back Pfizer Booster for Americans with High-Risk Jobs’. The Guardian, 24 September 2021, sec. US news. https://www.theguardian.com/us-news/2021/sep/24/cdc-overrides-advisory-panel-pfizer-booster-americans-high-risk-jobs.

Gates Foundation Offers $4 Million to Fix Syringe Shortage for Covid Shots. (2021, November 4). Bloomberg.Com. https://www.bloomberg.com/news/articles/2021-11-04/gates-takes-on-next-barrier-to-rolling-out-covid-shots-syringes

John Roberts on Twitter. (n.d.). Twitter. Retrieved 31 October 2021, from https://twitter.com/john_actuary/status/1453289464441233422

John Roberts on Twitter. (n.d.). Twitter. Retrieved 31 October 2021, from https://twitter.com/john_actuary/status/1453714044045692928

Aufrichtig, A., & Walker, A. S. (2021, October 28). Who Had Covid-19 Vaccine Breakthrough Cases? The New York Times. https://www.nytimes.com/interactive/2021/10/28/us/covid-breakthrough-cases.html

Wu, K. J. (2021, October 5). A Better Name for Booster Shots. The Atlantic. https://www.theatlantic.com/science/archive/2021/10/booster-shot-better-name/620300/

Kozlov, Max. ‘COVID-Vaccine Booster Shot Shows Promise in Israeli Study’. Nature, 16 September 2021. https://doi.org/10.1038/d41586-021-02516-4.

Axios-Ipsos poll: 60% voters back Biden COVID vaccine mandates—Axios. (n.d.). Retrieved September 14, 2021, from https://www.axios.com/axios-ipsos-poll-covid-vaccine-mandates-biden-c0b7af63-6de0-4ec2-82bf-fb85e3e021ea.html

Vaccines could affect how the coronavirus evolves—But that’s no reason to skip your shot. (n.d.). Retrieved September 1, 2021, from https://theconversation.com/vaccines-could-affect-how-the-coronavirus-evolves-but-thats-no-reason-to-skip-your-shot-165960

Especially for those who don't like shots!

Holy, leaping jehosaphats of hyperbole, Batman. He's so hyperbolic he's asymptotic. Yeah. I said it.