【启发】情绪向量在后训练阶段的变化轨迹，启发了一个新的训练监控指标体系：目前评估 RLHF 效果主要看 benchmark 分数，但情绪向量的分布变化可能是更敏感的「副作用探测器」——比如，如果某轮 RLHF 意外地使「恐惧」向量激活阈值降低，可能预示着模型在高压场景下更容易产生顺从性偏差。情绪向量或许可以成为训练过程中的「生理指标」。

副作用很关键

Michael Bang Petersen. (2021, March 17). This is worsened as costs of #covid19 are not mentally similar to costs of side effects, even if the latter are less risky. People prefer controllable risks to uncontrollabe risks, even if less lethal (https://t.co/kSIcObWYmT). That is why you fear flying but not driving. [2/2] [Tweet]. @M_B_Petersen. https://twitter.com/M_B_Petersen/status/1372103708218159109

Kai Kupferschmidt. (2021, March 16). “I’m not here to give you the outcome of any scientific review”, says EMA director Emer Cooke at start of press conference on AstraZeneca vaccine safety. ‘I’m here to explain the steps in the process, what we’re doing, and when you can expect us to come to a conclusion.’ [Tweet]. @kakape. https://twitter.com/kakape/status/1371811123197001729

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Edward Nirenberg 🇺🇦. (2022, March 2). I see a lot of people sharing a document from Pfizer describing pharmacovigilance data from spontaneous reporting and the vast, vast majority of people are not interpreting it correctly so here’s a thread on what it actually says. 🧵 https://phmpt.org/wp-content/uploads/2021/11/5.3.6-postmarketing-experience.pdf [Tweet]. @ENirenberg. https://twitter.com/ENirenberg/status/1498852915758485509

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Jesse O’Shea MD, MSc on Twitter: “Okay Twitter! Here is the new vaccine side effect chart (aka reactogenicity) for FDA submitted COVID19 vaccines vs Shingrix & Flu. J&J’s Ad26.COV2.S has the least side effect profile of the COVID vaccines so far. Https://t.co/MFGzWDqQKZ” / Twitter. (n.d.). Retrieved July 2, 2021, from https://twitter.com/JesseOSheaMD/status/1364645966826070016?s=20

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Dr. Jeff Benyacar on Twitter: “@AlexBerenson ‘Even if a link between myocarditis and the vaccine holds up, the condition is usually mild, requiring treatment only with anti-inflammatory drugs, whereas COVID-19 infection can also cause serious disease and long-term side effects, even in young people.’ https://t.co/3VQprF7bIz” / Twitter. (n.d.). Retrieved July 2, 2021, from https://twitter.com/jbenyacar/status/1399851524487106562?s=12

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This is Our Shot 🇨🇦 #ThisIsOurShotCA on Twitter: “Tonight is the night! LIVE Town Hall. Real experts. Real answers. 8 pm ET/ 5 pm PT. Tune in at https://t.co/FvdIjdi9SF https://t.co/4ugZ3kTaef” / Twitter. (n.d.). Retrieved June 28, 2021, from https://twitter.com/thisisourshotca/status/1395017500539097095

Michael Makris on Twitter: “The cumulative incidence of VITT after AZ first vaccination in the UK is continuing to increase with the latest data being 1 in 81,000. However this is rather misleading because VITT is age related with a higher incidence in the young. Https://t.co/CSjshAoRsN” / Twitter. (n.d.). Retrieved June 27, 2021, from https://twitter.com/ProfMakris/status/1395457748721184777?s=20

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