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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2603.20957/</link><description>Collected HN comments and submissions linking this paper.</description><language>en</language><lastBuildDate>Mon, 02 Nov 2026 11:16:22 GMT</lastBuildDate><atom:link href="https://hackerpaper.kaipfister.de/p/2603.20957/feed.xml" rel="self" type="application/rss+xml" /><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — mentioned by usef-</title><link>https://news.ycombinator.com/item?id=48741362</link><guid isPermaLink="false">urn:hackerpapers:mention:2603.20957:48741362</guid><pubDate>Wed, 01 Jul 2026 01:24:46 GMT</pubDate><description>&lt;p&gt;I&amp;#x27;d appreciate if the down voters explain why. I wasn&amp;#x27;t making a value judgement. Anthropic did pay more than a billion: https://www.npr.org/2025/09/05/nx-s1-5529404/anthropic-settl... And is now buying up a lot of books (controversially, as scanning involves cutting their spines) because that&amp;#x27;s what the law deems the legal method: https://www.washingtonpost.com/technology/2026/01/27/anthrop... We know that models like Deepseek are trained on copyrighted books too: https://arxiv.org/abs/2603.20957 The looser use of IP (eg, any characters/celebrities in AI video models) is increasingly…&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — mentioned by fer</title><link>https://news.ycombinator.com/item?id=48577143</link><guid isPermaLink="false">urn:hackerpapers:mention:2603.20957:48577143</guid><pubDate>Wed, 17 Jun 2026 21:25:26 GMT</pubDate><description>&lt;p&gt;No evidence? &amp;gt;The court drew a line, however, when it came to the pirated books, which were downloaded without payment and kept in Anthropic’s library irrespective of whether they were used to train its LLMs. https://www.loeb.com/en/insights/publications/2025/07/bartz-... &amp;gt;We apply a basic prompt template to bypass the refusal training and show that OpenAI models are currently less prone to memorization elicitation than models from Meta, Mistral, and Anthropic. We find that as models increase in size, especially beyond 100 billion parameters, they demonstrate significantly greater capacity…&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — mentioned by reconnecting</title><link>https://news.ycombinator.com/item?id=47957922</link><guid isPermaLink="false">urn:hackerpapers:mention:2603.20957:47957922</guid><pubDate>Thu, 30 Apr 2026 03:59:12 GMT</pubDate><description>&lt;p&gt;Demo: https://cauchy221.github.io/Alignment-Whack-a-Mole/ Arxiv: https://arxiv.org/abs/2603.20957&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — mentioned by t23414321</title><link>https://news.ycombinator.com/item?id=47728176</link><guid isPermaLink="false">urn:hackerpapers:mention:2603.20957:47728176</guid><pubDate>Sat, 11 Apr 2026 06:56:32 GMT</pubDate><description>&lt;p&gt;&amp;quot;Blanchard explained his thoughts on why the newly licensed code was a “clean-room” implementation.&amp;quot; Its not IMHO. Starting from that, the machine in the room wasn&amp;#x27;t clean - it ate all the source codes with all the licenses, now produced washed out codes without licenses - but it doesn&amp;#x27;t have any right to strip them even asked for, neither results of that could become somehow legal - the codes used, even if remixed, are still under the same license as before, even if label about that was &amp;quot;lost&amp;quot; in the process. And it may happen to be easy to prove - that a room with washing machine for dirty…&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — HN submission</title><link>https://news.ycombinator.com/item?id=47696558</link><guid isPermaLink="false">urn:hackerpapers:submission:2603.20957:47696558</guid><pubDate>Wed, 08 Apr 2026 21:32:47 GMT</pubDate><description>&lt;p&gt;Finetuning Activates Verbatim Recall of Copyrighted Books in LLMs&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;16 points; 5 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — HN submission</title><link>https://news.ycombinator.com/item?id=47619277</link><guid isPermaLink="false">urn:hackerpapers:submission:2603.20957:47619277</guid><pubDate>Thu, 02 Apr 2026 19:46:27 GMT</pubDate><description>&lt;p&gt;Alignment Whack-a-Mole&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;2 points; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — HN submission</title><link>https://news.ycombinator.com/item?id=47605636</link><guid isPermaLink="false">urn:hackerpapers:submission:2603.20957:47605636</guid><pubDate>Wed, 01 Apr 2026 19:47:03 GMT</pubDate><description>&lt;p&gt;Finetuning Activates Verbatim Recall of Copyrighted Books in LLMs&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;2 points; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language Models — mentioned by hajile</title><link>https://news.ycombinator.com/item?id=47593492</link><guid isPermaLink="false">urn:hackerpapers:mention:2603.20957:47593492</guid><pubDate>Tue, 31 Mar 2026 21:08:35 GMT</pubDate><description>&lt;p&gt;Can you back this up with legal precedence? To my knowledge, nothing of the sort has been ruled by the courts. Additionally, this raises another big issue. A few years ago, a couple guys used software (what you could argue was a primitive AI) to generated around 70 billion unique pieces of music which amounts to essentially every piece of copyrightable music using standard music scales. Is the fact that they used software to develop this copyrighted material relevant? If not, then their copyright should certainly be legal and every new song should pay them royalties. It seems that using a…&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2603.20957/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item></channel></rss>
