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Can large language models identify and correct their mistakes?

blog.research.google · published 11 January 2024

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15 Jan 2024
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15 Jan 2024
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seroter.com
Daily Reading List – January 15, 2024 (#239) Read at the source ↗
15 Jan 2024

Links from this post

Link
Host
https://hotpotqa.github.io/
hotpotqa.github.io
https://arxiv.org/abs/2207.01206
arxiv.org
https://arxiv.org/abs/2304.05128
arxiv.org
https://github.com/openai/grade-school-math
github.com
https://arxiv.org/abs/2311.08516
arxiv.org
https://github.com/WHGTyen/BIG-Bench-Mistake
github.com
https://arxiv.org/abs/2201.11903
arxiv.org
https://ai.google/discover/palm2/
ai.google
https://github.com/suzgunmirac/BIG-Bench-Hard
github.com
https://en.wikipedia.org/wiki/Inter-rater_reliability
en.wikipedia.org
https://en.wikipedia.org/wiki/Krippendorff%27s_alpha
en.wikipedia.org
https://github.com/google/BIG-bench/tree/main/bigbench/benchmark_tasks/dyck_languages
github.com
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgvk5zKLBvc2Ou6RpJc9l-lLqwHW6nWARuc2IAckSQ2SPYX6-UQj9Z8FyOB5emaBvXPta4MWqR1gis9FMEXeafffprNpyPmF_XaBOQ7tQpRpEylbnSlbwytNv1BFXlz5I-ulNM0ZBC7kBhx2KkdCT5MIejwdsHKpHu6rrJ4LBVd-Na_XUn5DCy0EKtj1Uy6/s1354/BBMistakes2.png
blogger.googleusercontent.com
https://en.wikipedia.org/wiki/Generative_pre-trained_transformer
en.wikipedia.org
https://github.com/WHGTyen/BIG-Bench-Mistake/tree/main/mistake_finding_prompts
github.com
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhYeNEXWh6vhy4SvTgSE5kOYYdRV3vFdUGs9zorH7bI010gD4gFziPwtig3bvlJFnzEpOgcQZZbn_2_KDEiqwFgdtimB-IYhhROTmtTKoxmmWF0jzI1IKfU3ZSeAhqEDJgLBwkmdUrbMDd9uYo3kLvK5uhygNRU2mkuRhnW3ZofDkYw-CsjKzFUQdplpFfe/s1061/image2.png
blogger.googleusercontent.com
https://arxiv.org/abs/2310.01798
arxiv.org
https://en.wikipedia.org/wiki/F-score
en.wikipedia.org
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi07Eh2ZJrPHzVPJkom0V-tc51me104pXKoAmHrVaNwNgL8CW4QCIv4js4_aZzabllySdTx5vpHv_5T0NwKDB7nDcfHaNpx7C-fkoWKArltSWSWoXSTB5_4IPr2uOdjpsZKVMBfqVJUejyEuvy5SFC0y8933eBb6hxuvtbyoa-CcWfyQdDtBwBdMadk04JU/s698/Self-correcting-LLMs-Tasks.png
blogger.googleusercontent.com
https://arxiv.org/abs/2303.11366
arxiv.org
https://arxiv.org/abs/2303.17491
arxiv.org
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi4CQ3amwJgMJ7OZToizp04vYIOj7F4kTdVO5DgthHi_HQQNa2FrkKjBA7LB249yN44kXFs0lZVuX1W4n3GLQI51Fy95ls-gK_rMLQQETYNmvqI7OS7U6xHgXx2cUnhTcwmZrpFWrS1vd01G14gWOexxZDTcpOIbGTHfXRgLWj22OteqMh_iTK2Rg_fC7xt/s744/image4.png
blogger.googleusercontent.com
https://blog.google/technology/ai/google-palm-2-ai-large-language-model/
blog.google
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi0wDD7i6x7jVZpzCE3jQDkun0ros6zlSxrHP9wMEZAky3WiWaVB1U8ffguLlcl1vIrDy-8AxyZhxPlymeUas4FJaCqDQdQFW7YAXTGH6MaXwZs9SyrkE4Q4h1zlgFgblXwDmxTTR0uQugbOXK93s7uAE-Q4GbOBO5z94uby9KtOgc0rMBEU1qq4hQVYmuV/s759/image5.png
blogger.googleusercontent.com
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiC2HmNdzNKjZYLC_aPbRVHZmFs6_ko4Bs5CjljgTEeXipJsW0_H3HlbE-8TLCQK9GtYuUBT-liCpaZ5zi2dcbF1GkvhjouJbJBE9mVl1yUCJEZAVY8Gk8d-P_HlmeqxcPIpsKwSQeSE93LV1aimd_GuLA5VrWOYtfeLkLpEXXkrgJW5R6fV06_OBxJi6CI/s867/image3.png
blogger.googleusercontent.com