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Constitutional AI Harmlessness from AI Feedback
بایگانی مجموعه ها ("فیدهای غیر فعال" status)
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Manage episode 429711879 series 3498845
محتوای ارائه شده توسط BlueDot Impact. تمام محتوای پادکست شامل قسمت‌ها، گرافیک‌ها و توضیحات پادکست مستقیماً توسط BlueDot Impact یا شریک پلتفرم پادکست آن‌ها آپلود و ارائه می‌شوند. اگر فکر می‌کنید شخصی بدون اجازه شما از اثر دارای حق نسخه‌برداری شما استفاده می‌کند، می‌توانید روندی که در اینجا شرح داده شده است را دنبال کنید.https://fa.player.fm/legal
This paper explains Anthropic’s constitutional AI approach, which is largely an extension on RLHF but with AIs replacing human demonstrators and human evaluators.
Everything in this paper is relevant to this week's learning objectives, and we recommend you read it in its entirety. It summarises limitations with conventional RLHF, explains the constitutional AI approach, shows how it performs, and where future research might be directed.
If you are in a rush, focus on sections 1.2, 3.1, 3.4, 4.1, 6.1, 6.2.
A podcast by BlueDot Impact.
Learn more on the AI Safety Fundamentals website.
فصل ها
1. Constitutional AI Harmlessness from AI Feedback (00:00:00)
2. Abstract (00:00:20)
3. 1 Introduction (00:03:27)
4. 1.1 Motivations (00:06:10)
5. 1.2 The Constitutional AI Approach (00:11:20)
6. 1.3 Contributions (00:14:29)
7. 2 Evaluating the Potential for AI Supervision of HHH (00:22:01)
8. 3 Constitutional AI: Critiques, Revisions, and Supervised Learning (00:24:20)
9. 3.1 Method (00:24:56)
10. 3.2 Datasets and Training (00:29:12)
11. 3.3 Main Results (00:30:23)
12. 3.4 Scaling Trends (00:34:10)
13. 4 Constitutional AI: Reinforcement Learning from AI Feedback (00:37:08)
14. 4.1 Method (00:37:40)
15. 4.2 Datasets and Training (00:42:21)
16. 4.3 Main Results (00:45:31)
17. 4.4 Harmlessness vs. Evasiveness (00:49:35)
18. 4.5 Absolute Harmfulness Score (00:52:12)
19. 5 Related Work (00:54:40)
20. 6 Discussion (00:56:29)
21. 6.1 Future Directions (00:58:13)
22. 6.2 Broader Impacts (01:00:16)
85 قسمت
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