Prompt engineering: Revision history

7 June 2025

• curprev 03:0903:09, 7 June 2025 Fgnievinski talk contribs 40,628 bytes −40 →top: unlikely confusion undo

2 June 2025

• curprev 15:3515:35, 2 June 2025 Pgan002 talk contribs m 40,668 bytes −8 →Text-to-text undo Tag: Visual edit

27 May 2025

• curprev 11:2911:29, 27 May 2025 Citation bot talk contribs 40,676 bytes +778 Alter: journal, title. Add: doi, pages, arxiv, authors 1-16. Removed URL that duplicated identifier. Removed parameters. Some additions/deletions were parameter name changes. | Use this bot. Report bugs. | Suggested by Headbomb | Linked from Wikipedia:WikiProject_Academic_Journals/Journals_cited_by_Wikipedia/Sandbox | #UCB_webform_linked 948/1653 undo

9 May 2025

• curprev 17:5017:50, 9 May 2025 Alenoach talk contribs 39,898 bytes −65 Removed "unreliable sources" (except the one in the section "Limitations", the preprints have been removed) undo Tag: Visual edit
• curprev 17:4417:44, 9 May 2025 Alenoach talk contribs 39,963 bytes −691 Removed a subsection (based on a preprint, and the Figure 8 only confirms calibration for pre-trained models, before fine-tuning) undo Tag: Visual edit
• curprev 17:1417:14, 9 May 2025 Alenoach talk contribs 40,654 bytes +23 Modified a reference undo Tag: Visual edit
• curprev 17:0617:06, 9 May 2025 Alenoach talk contribs 40,631 bytes −70 Modified content on text-to-image models (precised "early" because it doesn't seem true anymore with models like GPT-4o) undo Tag: Visual edit
• curprev 16:4016:40, 9 May 2025 Alenoach talk contribs 40,701 bytes +67 rewording and references modification undo Tag: Visual edit
• curprev 16:1016:10, 9 May 2025 Alenoach talk contribs 40,634 bytes −236 Modified references and added "citation needed" undo Tag: Visual edit
• curprev 15:3615:36, 9 May 2025 Alenoach talk contribs 40,870 bytes +70 Modified a reference and rephrased a paragraph for accuracy undo Tag: Visual edit
• curprev 13:0813:08, 9 May 2025 Alenoach talk contribs 40,800 bytes −266 Modified a reference to indicate the conference (ICCV) undo Tag: Visual edit
• curprev 13:0113:01, 9 May 2025 Alenoach talk contribs 41,066 bytes −4,013 Modified some references, most often to indicate the journal or conference when peer-reviewed undo Tag: Visual edit
• curprev 09:5709:57, 9 May 2025 Maxeto0910 talk contribs 45,079 bytes +2 per MOS:ORDER undo

8 May 2025

• curprev 05:5605:56, 8 May 2025 Alenoach talk contribs 45,077 bytes −319 Modified the "Self-consistency decoding" subsection, removing a confusing sentence undo Tag: Visual edit
• curprev 05:4505:45, 8 May 2025 Alenoach talk contribs 45,396 bytes +156 Simplified and sourced the paragraph on tree-of-thought undo Tag: Visual edit

7 May 2025

• curprev 05:3305:33, 7 May 2025 Alenoach talk contribs 45,240 bytes +2 Section renaming ("Criticism" => "Limitations") undo Tag: Visual edit
• curprev 05:3005:30, 7 May 2025 Alenoach talk contribs 45,238 bytes +479 Added a sentence on the job of prompt engineer and merged the "See also" section undo Tag: Visual edit

5 May 2025

• curprev 04:4604:46, 5 May 2025 Jgiesbrecht talk contribs 44,759 bytes +846 replacing previous weak source with academic paper on the volatility and unreliability of LLM prompts undo

21 April 2025

• curprev 18:4618:46, 21 April 2025 Funnyfarmofdoom talk contribs m 43,913 bytes +4,570 Reverted edits by 2A06:C701:9A1A:4100:6D4A:F895:84DE:6DDC (talk) (AV) undo Tags: AntiVandal Rollback
• curprev 18:4518:45, 21 April 2025 2a06:c701:9a1a:4100:6d4a:f895:84de:6ddc talk 39,343 bytes −4,570 photorealistic close-up portrait of a young woman with a slender face with high cheekbones and long jawline, warm wheat-toned skin, medium tan complexion, wide almond-shaped eyes with defined outer corners and subtle eyeliner accentuating the outer eye tips, soft daylight natural window light midday, 85mm lens, shallow depth of field, warm and romantic mood --ar 3:4 --v 5 --q 2 negative_prompt: distorted, deformed, blurry, low resolution, wrong proportions undo Tags: Reverted Mobile edit Mobile web edit

17 April 2025

• curprev 19:3919:39, 17 April 2025 Paul2520 talk contribs m 43,913 bytes +22 surround with {{multiple issues}} undo

1 April 2025

• curprev 09:3109:31, 1 April 2025 Alenoach talk contribs 43,891 bytes −135 Undid revision 1283389568 by JuCle (talk): seemingly promotional external link undo Tag: Undo
• curprev 06:0306:03, 1 April 2025 JuCle talk contribs 44,026 bytes +135 →References undo Tag: Reverted

31 March 2025

• curprev 19:2419:24, 31 March 2025 WikiCleanerBot talk contribs m 43,891 bytes −17 v2.05b - Bot T13 CW#549 - Fix errors for CW project (Split link) undo Tag: WPCleaner

13 March 2025

• curprev 11:2711:27, 13 March 2025 Bruce1ee talk contribs m 43,908 bytes −253 Reverted edit by Mentorsol (talk) to last version by Citation bot undo Tag: Rollback
• curprev 11:0911:09, 13 March 2025 Mentorsol talk contribs 44,161 bytes +253 Provides a contemporary expert analysis reference clarifying true prompt engineering versus prompt refinement. undo Tags: Reverted possible conflict of interest Visual edit
• curprev 10:2610:26, 13 March 2025 Citation bot talk contribs 43,908 bytes −2 Altered title. | Use this bot. Report bugs. | Suggested by Dominic3203 | Category:Deep learning | #UCB_Category 2/49 undo

10 March 2025

• curprev 01:3401:34, 10 March 2025 David Gerard talk contribs 43,910 bytes +25 restoring NPOV tag per talk, this article is fundamentally promotional undo

7 March 2025

• curprev 17:0117:01, 7 March 2025 HerBauhaus talk contribs 43,885 bytes −150 Updated for accuracy, readability, and improved sourcing (WP:RS). Replaced LlamaIndex and arXiv (not WP:RS) with more reliable sources. undo Tag: Visual edit
• curprev 07:2507:25, 7 March 2025 HerBauhaus talk contribs 44,035 bytes −230 Updated for accuracy, readability, and improved sourcing (WP:RS) undo Tag: Visual edit

13 February 2025

• curprev 15:5815:58, 13 February 2025 Lejarrag talk contribs m 44,265 bytes 0 →Chain-of-thought undo

10 February 2025

• curprev 04:1304:13, 10 February 2025 TheTeslak talk contribs 44,265 bytes +51 Link to Reflection undo Tag: Visual edit

6 February 2025

• curprev 02:0102:01, 6 February 2025 Alenoach talk contribs 44,214 bytes −211 Simplified the paragraphs explaining chain-of-thought undo Tag: Visual edit

29 January 2025

• curprev 10:4910:49, 29 January 2025 Citation bot talk contribs 44,425 bytes −62 Removed URL that duplicated identifier. Removed access-date with no URL. | Use this bot. Report bugs. | Suggested by Abductive | #UCB_toolbar undo
• curprev 10:2810:28, 29 January 2025 Citation bot talk contribs 44,487 bytes +69 Add: arxiv, authors 1-4. Removed parameters. Some additions/deletions were parameter name changes. | Use this bot. Report bugs. | Suggested by Abductive | Category:Unsupervised learning | #UCB_Category 10/28 undo

28 January 2025

• curprev 20:0820:08, 28 January 2025 XOR'easter talk contribs 44,418 bytes −178 Undid revision 1272258955 by Ustchhy (talk): arXiv eprints are not reliable sources undo Tag: Undo

27 January 2025

• curprev 20:5520:55, 27 January 2025 Ustchhy talk contribs 44,596 bytes +178 →Graph retrieval-augmented generation: Add a reference of GraphRAG undo Tag: Reverted
• curprev 02:1702:17, 27 January 2025 Alenoach talk contribs 44,418 bytes −805 Modified a paragraph on in-context learning undo Tag: Visual edit
• curprev 01:5701:57, 27 January 2025 Alenoach talk contribs 45,223 bytes −55 Rephrased a sentence undo Tag: Visual edit
• curprev 01:5401:54, 27 January 2025 Alenoach talk contribs 45,278 bytes −2 Moved "In-context learning" closer to the top, and changed bold to itallic undo Tag: Visual edit
• curprev 01:4301:43, 27 January 2025 Cosmia Nebula talk contribs 45,280 bytes −13 →Self-consistency decoding: merge few-shot to ICL undo Tag: Visual edit
• curprev 01:3501:35, 27 January 2025 Cosmia Nebula talk contribs m 45,293 bytes −23 →Self-consistency decoding undo Tag: Visual edit

25 January 2025

• curprev 13:5313:53, 25 January 2025 Alenoach talk contribs 45,316 bytes +1,619 Undid revision 1271503206 by 103.102.86.3 (talk): The paragraph was important for explaining the concept before providing examples undo Tag: Undo

24 January 2025

• curprev 09:5509:55, 24 January 2025 Belbury talk contribs m 43,697 bytes +4,879 Reverted 1 edit by 103.252.147.242 (talk) to last revision by 103.102.86.3 undo Tags: Twinkle Undo
• curprev 09:5409:54, 24 January 2025 103.252.147.242 talk 38,818 bytes −4,879 →History undo Tags: Reverted possible vandalism section blanking
• curprev 09:5009:50, 24 January 2025 103.102.86.3 talk 43,697 bytes −1,619 →Chain-of-thought undo Tags: Reverted references removed Visual edit

23 January 2025

• curprev 21:3321:33, 23 January 2025 XOR'easter talk contribs 45,316 bytes −843 →Prompting to disclose uncertainty: WP:FORBESCON undo Tag: Visual edit
• curprev 21:3221:32, 23 January 2025 XOR'easter talk contribs 46,159 bytes −381 →Text-to-text: rephrase to avoid reliance on unreviewed preprint undo Tag: Visual edit
• curprev 21:3121:31, 23 January 2025 XOR'easter talk contribs 46,540 bytes −174 →Tree-of-thought: remove arXiv preprint that has not met even the low bar of being accepted at a conference, let alone a conference that practices meaningful peer review undo Tag: Visual edit

22 January 2025

• curprev 18:0518:05, 22 January 2025 XOR'easter talk contribs 46,714 bytes −277 →In-context learning: remove per WP:UGC undo