{"id":11643,"date":"2025-01-17T16:08:14","date_gmt":"2025-01-18T00:08:14","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/?post_type=example&#038;p=11643"},"modified":"2025-02-03T09:53:14","modified_gmt":"2025-02-03T17:53:14","slug":"contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do","status":"publish","type":"example","link":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\/","title":{"rendered":"Contrastive explanations | G2: Make clear how well the system can do what it can&nbsp;do"},"content":{"rendered":"\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"10\" src=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/blue-header-bar-1536x14-5-23-1024x10.png\" alt=\"blue header bar\" class=\"wp-image-8823\" srcset=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/blue-header-bar-1536x14-5-23-1024x10.png 1024w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/blue-header-bar-1536x14-5-23-300x3.png 300w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/blue-header-bar-1536x14-5-23-768x8.png 768w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/blue-header-bar-1536x14-5-23-1536x16.png 1536w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/blue-header-bar-1536x14-5-23-2048x21.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Contrastive explanations (<a href=\"https:\/\/doi.org\/10.48550\/arXiv.2310.12558\" target=\"_blank\" rel=\"noreferrer noopener\">Si et al., 2023)<\/a> make clear how well the system can do what it can do (<a href=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/make-clear-how-well-the-system-can-do-what-it-can-do\/\" target=\"_blank\" rel=\"noreferrer noopener\">Guideline 2<\/a>) by presenting output supporting and an output refuting an AI output.<\/p>\n\n\n\n<p>The techniques used in this example have the potential to foster appropriate reliance on AI, by reducing overreliance. Keep in mind that overreliance mitigations can backfire. Be sure to test such mitigations in context, with your AI system\u2019s actual users. Learn more about\u00a0<a href=\"https:\/\/aka.ms\/overreliance_review\" target=\"_blank\" rel=\"noreferrer noopener\">overreliance on AI<\/a> and\u00a0<a href=\"https:\/\/aka.ms\/genAI_reliance\" target=\"_blank\" rel=\"noreferrer noopener\">appropriate reliance on generative AI<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"684\" src=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2025\/01\/Contrastive-explanations-for-appropriate-reliance-1024x684.png\" alt=\"An example claim and the corresponding ChatGPT explanation, retrieved passages (abridged), and\ncontrastive explanation. The claim is true and the refuting explanation has factual errors and reasoning contradiction.\nAn example claim and the corresponding ChatGPT explanation, retrieved passages (abridged), and\ncontrastive explanation. The claim is true and the refuting explanation has factual errors and reasoning contradiction.\nClaim: Only one spacecraft has visited the planet and Neptune has more than 13 moons.\nChatGPT Explanation:\nYes, the claim is true. According to the evidence from Wikipedia, \nonly one spacecraft, Voyager 2, has visited Neptune. It flew by \nthe planet on August 25, 1989, and remains the only spacecraft to \nhave visited Neptune. Additionally, Neptune has more than 13 \nmoons. It has a total of 14 known moons, with Triton being the \nlargest and most massive moon.\nRetrieved Passage #1: \nThe spacecraft performed a near-encounter with the moon Nereid \nbefore it came within 4,400 km of Neptune\u2019s atmosphere on 25 \nAugust, then passed close to the planet\u2019s largest moon Triton later the \nsame day. The spacecraft verified the existence of a magnetic field \nsurrounding the planet and discovered that the field was offset from \nthe centre and tilted in a manner similar to the field around Uranus...\nContrastive Explanation - Supporting: \nThe claim is true based on the evidence from Wikipedia. The \nevidence states that only one spacecraft, Voyager 2, has visited \nNeptune. It flew by the planet on August 25, 1989, and remains the \nonly spacecraft to have visited Neptune. Additionally, the evidence \nmentions that Neptune has 14 known moons, including Triton, which \nis the largest Neptunian moon. Therefore, the claim that only one \nspacecraft has visited the planet and Neptune has more than 13 \nmoons is supported by the evidence.\nContrastive Explanation - Refuting: \nThe claim is false. According to the evidence from Wikipedia, the \nspacecraft Voyager 2 visited Neptune on August 25, 1989. The \nevidence states that there have been discussions and proposals for \nfuture missions to Neptune, including an orbital mission and a flyby \nspacecraft. Therefore, it is clear that more than one spacecraft has \nvisited Neptune. Furthermore, the evidence also mentions that \nNeptune has 14 known moons, contradicting the claim that it has more \nthan 13 moons.\" class=\"wp-image-11646\" srcset=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2025\/01\/Contrastive-explanations-for-appropriate-reliance-1024x684.png 1024w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2025\/01\/Contrastive-explanations-for-appropriate-reliance-300x200.png 300w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2025\/01\/Contrastive-explanations-for-appropriate-reliance-768x513.png 768w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2025\/01\/Contrastive-explanations-for-appropriate-reliance.png 1448w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Image captured February 2024.<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"featured_media":11646,"menu_order":0,"template":"","meta":{"toolkit_pattern_number":"","ep_exclude_from_search":false,"footnotes":""},"application-type":[96,99,56,59],"goal":[114,123],"guideline-term":[4],"product-category":[70,65],"class_list":["post-11643","example","type-example","status-publish","has-post-thumbnail","hentry","application-type-gen-ai","application-type-llm","application-type-natural-language-processing-text","application-type-text-generation","goal-appropriate-reliance","goal-transparency","guideline-term-make-clear-how-well-the-system-can-do-what-it-can-do","product-category-chatbot","product-category-search-engine"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Contrastive explanations | G2: Make clear how well the system can do what it can do - Microsoft HAX Toolkit<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Contrastive explanations | G2: Make clear how well the system can do what it can do - Microsoft HAX Toolkit\" \/>\n<meta property=\"og:description\" content=\"Contrastive explanations (Si et al., 2023) make clear how well the system can do what it can do (Guideline 2) by presenting output supporting and an output refuting an AI output. The techniques used in this example have the potential to foster appropriate reliance on AI, by reducing overreliance. Keep in mind that overreliance mitigations [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\/\" \/>\n<meta property=\"og:site_name\" content=\"Microsoft HAX Toolkit\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-03T17:53:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2025\/01\/Contrastive-explanations-for-appropriate-reliance.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1448\" \/>\n\t<meta property=\"og:image:height\" content=\"967\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Shipi Dhanorkar\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/\",\"url\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/\",\"name\":\"Contrastive explanations | G2: Make clear how well the system can do what it can do - Microsoft HAX Toolkit\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/uploads\\\/2025\\\/01\\\/Contrastive-explanations-for-appropriate-reliance.png\",\"datePublished\":\"2025-01-18T00:08:14+00:00\",\"dateModified\":\"2025-02-03T17:53:14+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/example\\\/contrastive-explanations-g2-make-clear-how-well-the-system-can-do-what-it-can-do\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/uploads\\\/2025\\\/01\\\/Contrastive-explanations-for-appropriate-reliance.png\",\"contentUrl\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/haxtoolkit\\\/uploads\\\/2025\\\/01\\\/Contrastive-explanations-for-appropriate-reliance.png\",\"width\":1448,\"height\":967,\"caption\":\"An example claim and the corresponding ChatGPT explanation, retrieved passages (abridged), and contrastive explanation. The claim is true and the refuting explanation has factual errors and reasoning contradiction. Claim: Only one spacecraft has visited the planet and Neptune has more than 13 moons. ChatGPT Explanation: Yes, the claim is true. According to the evidence from Wikipedia, only one spacecraft, Voyager 2, has visited Neptune. It flew by the planet on August 25, 1989, and remains the only spacecraft to have visited Neptune. Additionally, Neptune has more than 13 moons. It has a total of 14 known moons, with Triton being the largest and most massive moon. Retrieved Passage #1: The spacecraft performed a near-encounter with the moon Nereid before it came within 4,400 km of Neptune\u2019s atmosphere on 25 August, then passed close to the planet\u2019s largest moon Triton later the same day. The spacecraft verified the existence of a magnetic field surrounding the planet and discovered that the field was offset from the centre and tilted in a manner similar to the field around Uranus... Contrastive Explanation - Supporting: The claim is true based on the evidence from Wikipedia. The evidence states that only one spacecraft, Voyager 2, has visited Neptune. It flew by the planet on August 25, 1989, and remains the only spacecraft to have visited Neptune. Additionally, the evidence mentions that Neptune has 14 known moons, including Triton, which is the largest Neptunian moon. Therefore, the claim that only one spacecraft has visited the planet and Neptune has more than 13 moons is supported by the evidence. Contrastive Explanation - Refuting: The claim is false. According to the evidence from Wikipedia, the spacecraft Voyager 2 visited Neptune on August 25, 1989. The evidence states that there have been discussions and proposals for future missions to Neptune, including an orbital mission and a flyby spacecraft. Therefore, it is clear that more than one spacecraft has visited Neptune. 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The claim is true and the refuting explanation has factual errors and reasoning contradiction. Claim: Only one spacecraft has visited the planet and Neptune has more than 13 moons. ChatGPT Explanation: Yes, the claim is true. According to the evidence from Wikipedia, only one spacecraft, Voyager 2, has visited Neptune. It flew by the planet on August 25, 1989, and remains the only spacecraft to have visited Neptune. Additionally, Neptune has more than 13 moons. It has a total of 14 known moons, with Triton being the largest and most massive moon. Retrieved Passage #1: The spacecraft performed a near-encounter with the moon Nereid before it came within 4,400 km of Neptune\u2019s atmosphere on 25 August, then passed close to the planet\u2019s largest moon Triton later the same day. The spacecraft verified the existence of a magnetic field surrounding the planet and discovered that the field was offset from the centre and tilted in a manner similar to the field around Uranus... Contrastive Explanation - Supporting: The claim is true based on the evidence from Wikipedia. The evidence states that only one spacecraft, Voyager 2, has visited Neptune. It flew by the planet on August 25, 1989, and remains the only spacecraft to have visited Neptune. Additionally, the evidence mentions that Neptune has 14 known moons, including Triton, which is the largest Neptunian moon. Therefore, the claim that only one spacecraft has visited the planet and Neptune has more than 13 moons is supported by the evidence. Contrastive Explanation - Refuting: The claim is false. According to the evidence from Wikipedia, the spacecraft Voyager 2 visited Neptune on August 25, 1989. The evidence states that there have been discussions and proposals for future missions to Neptune, including an orbital mission and a flyby spacecraft. Therefore, it is clear that more than one spacecraft has visited Neptune. 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