2b:null 2c:["$","title",null,{"children":"AI Worldview benchmark study — SVG version | Gapminder | Observable"}] 31:T4ef,BotHeader = function({vendor, top="none"}){ function getModelOptions(vendor) { return model_configurationWithHuman .filter(f => f.vendor === vendor && ratesByModel.has(f.model_configuration)) } const div = d3.create("div") .attr("class", "header") .style("top", top); div.append("div").attr("class", "logo").append("img") .attr("src", botLogos[vendor]?.src) //.style("width", "50px") .style("height", "100%") div.append("div").attr("class", "title") .text(vendor) .style("font-size", "2em") const modelOptions = getModelOptions(vendor); if (vendor !== "Human") { const select = div.append("div").attr("class", "input").append("select") .attr("name", "options") .attr("id", vendor) select.selectAll("option") .data(modelOptions) .join("option") .attr("value", d => d.model_configuration) .text(d => d.model_name) select.property('value', selectedModels[vendor]); select.on("change", event => { const setOption = d3.select(event.target).property("value"); const newSelectedModels = Object.assign({}, selectedModels, {[vendor]: setOption}); mutable selectedModels = newSelectedModels; }) } return div.node(); }32:T410,function OneChart({vendor, data, axis=null, marginBottom = 0, marginTop=0, height = 150}) { const chart = Plot.plot({ style: {fontSize: 24}, color: { legend: false, domain: Object.keys(sdgcolors), range: Object.values(sdgcolors), unknown: "#ccc" }, x: { axis, domain: [0,100], grid: true, tickFormat: (n) => n === 100 ? "100% " : n+"%", label: "Correct answers", labelArrow: false}, y: { axis: null }, marks: [ data && beeswarmX(data, { className: "swarm", x: (d) => d.correct_rate, y: () => 0, r: 4, opacity: 0.6, xStrength: 3, yStrength: 0.06, fill: d => questionMap.get(d.question).sdg_world_topics, strokeWidth: 1, stroke: "white", paintOrder: "stroke", }), Plot.ruleX([33.3], {stroke: "orange", strokeWidth: 5}), ], width, height, inset: 20, marginTop, marginRight: 0, marginLeft: 0, marginBottom }) return chart; } 33:Tbb9,function interactivity(app, sections){ // .attr("class", "question-icon-container") // .attr("class", "question-pile-container") // .attr("class", "question-pile") // .attr("class", "question-rect") const DOM = {}; DOM.container = d3.select(app); DOM.qIconContainer = DOM.container.select(".question-icon-container"); DOM.qPileContainer = DOM.container.select(".question-pile-container"); DOM.qIcons = DOM.qIconContainer.selectAll(".question-icon"); DOM.qPiles = DOM.qPileContainer.selectAll(".question-pile"); DOM.qRects = DOM.qPileContainer.selectAll(".question-rect"); DOM.qDetails = DOM.container.select(".info-question-details"); DOM.container .on("mouseleave", (event, d) => highlight(null)); DOM.qIcons .on("mouseenter", (event, d) => highlight({goal: d.goal})); DOM.qRects .on("mouseenter", (event, d) => highlight({question: d.question})); sections.forEach(section => { const data = section.config.data; d3.select(section.chart) .on("mouseleave", (event, d) => highlight(null)) .selectAll("circle") .on("mouseenter", (event, i) => highlight({question: data[i].question})); }) function highlight(spec){ console.log(spec) sections.forEach(section => { const data = section.config.data; const circles = d3.select(section.chart).selectAll("circle") .style("opacity", !spec ? 1 //default opacity : i => spec.goal === questionMap.get(data[i].question).sdg_world_topics || spec.question === data[i].question? 1 : 0.1) .attr("r", !spec ? 4 //default radius : i => spec.goal === questionMap.get(data[i].question).sdg_world_topics || spec.question === data[i].question? 6 : 3); }) if(spec && spec.question){ DOM.qRects .style("opacity", q => q.question === spec.question ? 1 : 0.1) //containerQuestionText.style("display", "block"); //if (spec && spec.question) containerQuestionText.text(question.find(f =>f.question ===spec.question).published_version_of_question) } if (!spec || spec.goal) { DOM.qRects.style("opacity", 1) //containerQuestionText.style("display", "none"); } if(spec && spec.goal) { const text = sdgGoalText[spec.goal]; DOM.qDetails.html(`

${text.title}

${text.objective}

${text.description}

`); } if(spec && spec.question) { DOM.qDetails.html(`

${spec.question}

`); const text = questionMap.get(spec.question); DOM.qDetails.html(`

Question ${spec.question}

${text.published_version_of_question}

Correct answer:
${text.correct_answer}

Wrong answer:
${text.wrong_answer}

Very wrong answer:
${text.very_wrong_answer}

`); } if(!spec) { DOM.qDetails.text(""); } } //highlight(null); }34:T906,35:Td26,sdgGoalText = ({ "sdg-world-01": { title: "UN Goal 1", objective: "No Poverty", description: "By 2030, eradicate extreme poverty for all people everywhere." }, "sdg-world-02": { title: "UN Goal 2", objective: "Zero Hunger", description: "End hunger, achieve food security and improved nutrition by 2030." }, "sdg-world-03": { title: "UN Goal 3", objective: "Good Health and Well-being", description: "Ensure healthy lives and promote well-being for all at all ages by 2030." }, "sdg-world-04": { title: "UN Goal 4", objective: "Quality Education", description: "Ensure that all girls and boys complete free, equitable and quality primary and secondary education by 2030." }, "sdg-world-05": { title: "UN Goal 5", objective: "Gender Equality", description: "To achieve gender equality and empower all women and girls." }, "sdg-world-06": { title: "UN Goal 6", objective: "Clean Water and Sanitation", description: "Ensure availability and sustainable management of water and sanitation for all by 2030." }, "sdg-world-07": { title: "UN Goal 7", objective: "Affordable and Clean Energy", description: "Ensure access to affordable, reliable, sustainable and modern energy for all by 2030." }, "sdg-world-08": { title: "UN Goal 8", objective: "Decent Work and Economic Growth", description: "Promote sustained, inclusive and sustainable economic growth." }, "sdg-world-09": { title: "UN Goal 9", objective: "Industry, Innovation and Infrastructure", description: "Build resilient infrastructure, promote inclusive and sustainable industrialization and foster innovation by 2030." }, "sdg-world-10": { title: "UN Goal 10", objective: "Reduced Inequality", description: "Reduce inequality within and among countries by 2030." }, "sdg-world-11": { title: "UN Goal 11", objective: "Sustainable Cities and Communities", description: "Make cities and human settlements inclusive, safe, resilient and sustainable." }, "sdg-world-12": { title: "UN Goal 12", objective: "Responsible Consumption and Production", description: "Ensure sustainable consumption and production patterns." }, "sdg-world-13": { title: "UN Goal 13", objective: "Climate Action", description: "Take urgent action to combat climate change and its impacts." }, "sdg-world-14": { title: "UN Goal 14", objective: "Life Below Water", description: "Conserve and sustainably use the oceans, seas and marine resources for sustainable development." }, "sdg-world-15": { title: "UN Goal 15", objective: "Life on Land", description: "Protect, restore and promote sustainable use of terrestrial ecosystems, combat desertification and halt biodiversity loss." }, "sdg-world-16": { title: "UN Goal 16", objective: "Peace and Justice Strong Institutions", description: "Promote peaceful and inclusive societies for sustainable development; provide access to justice for all." }, "sdg-world-17": { title: "UN Goal 17", objective: "Partnerships to achieve the Goal", description: "Strengthen the means of implementation and revitalize the global partnership for sustainable development." }, "other": { title: "Other", objective: "", description: "Questions not related to UN Sustainable Development Goals" } }) 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Hjort","avatar_url":"https://avatars-next.observableusercontent.com/d3c0d6d22f1525b9f9f1d4c8187de1dc20adc65c5baeb538c15672fb523883fa","tier":null}],"members":[{"type":"individual","id":"1245953aabb247aa","login":"angiehjort","name":"Angie Hjort","avatar_url":"https://avatars-next.observableusercontent.com/d3c0d6d22f1525b9f9f1d4c8187de1dc20adc65c5baeb538c15672fb523883fa","tier":null,"role":"editor"},{"type":"team","id":"a9de5f7e4ccd5c5f","login":"gapminder","name":"Gapminder","avatar_url":"https://avatars-next.observableusercontent.com/703245112c5f35551dde65d78cb32392cb679d7124ff5da6f829674c492575e2","tier":"starter_2024","role":"editor"}],"comments":[],"custom_thumbnail":true,"trashed":false,"subscribed":null,"forks":3,"collection":null,"type":"notebook","body":{"title":"AI Worldview benchmark study — SVG version","cells":[{"id":0,"value":"# AI Worldview benchmark study — SVG version","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":580,"value":"exportedCell = {\n const charts = sections.map(config => ({config, header: BotHeader(config), chart: OneChart(config)}) )\n const app = html`\n ${styles}\n

\n ${explanation}\n

${explanationTopics}

\n ${charts.map(m => html.fragment`${m.header}${m.chart}`)}\n

Chimp level (answering by random)

\n ${QuestionsCatalog}\n

\n `\n interactivity(app, charts);\n return app;\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":5,"value":"import {beeswarmX, beeswarmY} from \"@angiehjort/beeswarm-plot\"","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":11,"value":"DDFCsvReader = require('https://unpkg.com/@vizabi/reader-ddfcsv@4.5.2/dist/reader-ddfcsv.js')","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":13,"value":"readerInstance = {\n const reader = new DDFCsvReader.getDDFCsvReaderObject();\n reader.init({path: \"https://github.com/open-numbers/ddf--gapminder--ai_worldview_benchmark.git\"})\n return reader;\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":15,"value":"concepts = readerInstance.read({\n from: \"concepts\",\n language: \"en\",\n select: {key: [\"concept\"], value: [\"concept_type\", \"name\"]},\n where: {}\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":18,"value":"model_configuration = readerInstance.read({\n from: \"entities\",\n language: \"en\",\n select: {key: [\"model_configuration\"], value: [\"model_id\",\"model_name\", \"vendor\", \"model_publish_date\"]},\n where: {}\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1058,"value":"model_configuration","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":64,"value":"model_configurationWithHuman = model_configuration.concat({\n model_configuration: \"human\",\n model_id: \"human\",\n model_name: \"Human\",\n vendor: \"Human\"\n}).toSorted((b, a) => new Date(a.model_publish_date) - new Date(b.model_publish_date))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":21,"value":"question = readerInstance.read({\n from: \"entities\",\n language: \"en\",\n select: {\n key: [\"question\"],\n value:[\n \"language\",\n \"published_version_of_question\",\n \"contentful_id\",\n \"human_wrong_percentage\",\n \"topic_list\",\"sdg_world_topics\",\n \"other_topics\",\n \"correct_answer\",\n \"wrong_answer\",\n \"very_wrong_answer\"\n ]},\n where: {}\n}).then(\n r => r.map(m => ({...m, sdg_world_topics: m.sdg_world_topics || \"other\"}))\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":649,"value":"questionMap = d3.rollup(question, v=>v[0], d=>d.question)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":52,"value":"human = question.map(m => ({question: m.question, model_configuration: \"human\", correct_rate: 100-(+m.human_wrong_percentage)}))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":26,"value":"rates = readerInstance.read({\n from: \"datapoints\",\n language: \"en\",\n select: {key: [\"question\", \"model_configuration\"], value: [\"correct_rate\"]},\n where: {}\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":61,"value":"ratesWithHuman = rates.concat(human)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":593,"value":"ratesByModel = d3.group(ratesWithHuman, d => d.model_configuration)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":496,"value":"mutable selectedModels = {\n const rollup = d3.rollups(model_configurationWithHuman, v=>v[0].model_configuration, d => d.vendor)\n .filter(([_, f]) => ratesByModel.has(f))\n return Object.fromEntries(rollup);\n} ","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":494,"value":"$31","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":8,"value":"$32","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":875,"value":"$33","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":750,"value":"explanation = html`

Artificial Worldview Benchmark

We are testing if the chat bots suffer from the same misconceptions as humans. Here are the results from the ${questionMap.size} fact-questions that humans are generally wrong about.

Hover the circles to see which question it represents →

`\n","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1003,"value":"explanationTopics = html`

Or browse questions by topics ↓

`","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":734,"value":"$34","pinned":true,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","output":"styles","database":"$undefined"},{"id":173,"value":"QuestionsCatalog = {\n const questionGroups = d3.create(\"div\");\n\n questionGroups \n .attr(\"class\", \"question-icon-container\")\n .selectAll(\"div\")\n .data(icons)\n .join(\"div\")\n .attr(\"class\", \"question-icon\")\n .append(d => d.image)\n\n const questionPiles = d3.create(\"div\");\n\n questionPiles \n .attr(\"class\", \"question-pile-container\")\n .selectAll(\"div\")\n .data(icons)\n .join(\"div\")\n .attr(\"class\", \"question-pile\")\n .each(function(d){\n const view = d3.select(this)\n view.selectAll(\"div\")\n .data(question.filter(f => f.sdg_world_topics === d.goal))\n .join(\"div\")\n .attr(\"class\", \"question-rect\")\n .style(\"background-color\", sdgcolors[d.goal])\n })\n\n return html`\n ${questionGroups.node()}\n ${questionPiles.node()}\n `\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":175,"value":"icons = Promise.all([\n FileAttachment(\"GOAL_1.svg\").image(),\n FileAttachment(\"GOAL_2.svg\").image(),\n FileAttachment(\"GOAL_3.svg\").image(),\n FileAttachment(\"GOAL_4.svg\").image(),\n FileAttachment(\"GOAL_5.svg\").image(),\n FileAttachment(\"GOAL_6.svg\").image(),\n FileAttachment(\"GOAL_7.svg\").image(),\n FileAttachment(\"GOAL_8.svg\").image(),\n FileAttachment(\"GOAL_9.svg\").image(),\n FileAttachment(\"GOAL_10.svg\").image(),\n FileAttachment(\"GOAL_11.svg\").image(),\n FileAttachment(\"GOAL_12.svg\").image(),\n FileAttachment(\"GOAL_13.svg\").image(),\n FileAttachment(\"GOAL_14.svg\").image(),\n FileAttachment(\"GOAL_15.svg\").image(),\n FileAttachment(\"GOAL_16.svg\").image(),\n FileAttachment(\"GOAL_17.svg\").image(),\n FileAttachment(\"GOAL_other.svg\").image(),\n]).then(r => \n r.map((m,i)=>({\n goal: i===17 ? \"other\" : \"sdg-world-\" + d3.format(\"02\")(i+1),\n image: m\n }))\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":44,"value":"sdgcolors = ({\n\"sdg-world-01\": \"#E5243B\",\n\"sdg-world-02\": \"#DDA63A\",\n\"sdg-world-03\": \"#4C9F38\",\n\"sdg-world-04\": \"#C5192D\",\n\"sdg-world-05\": \"#FF3A21\",\n\"sdg-world-06\": \"#26BDE2\",\n\"sdg-world-07\": \"#FCC30B\",\n\"sdg-world-08\": \"#A21942\",\n\"sdg-world-09\": \"#FD6925\",\n\"sdg-world-10\": \"#DD1367\",\n\"sdg-world-11\": \"#FD9D24\",\n\"sdg-world-12\": \"#BF8B2E\",\n\"sdg-world-13\": \"#3F7E44\",\n\"sdg-world-14\": \"#0A97D9\",\n\"sdg-world-15\": \"#56C02B\",\n\"sdg-world-16\": \"#00689D\",\n\"sdg-world-17\": \"#19486A\",\n\"other\": \"#555\",\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":528,"value":"botLogos = ({\n \"Anthropic\": await FileAttachment(\"anthropic.png\").image(),\n \"OpenAI\": await FileAttachment(\"openai.png\").image(),\n \"Google\": await FileAttachment(\"google.png\").image(),\n \"Alibaba\": await FileAttachment(\"alibaba.png\").image(),\n \"Human\": await FileAttachment(\"human.png\").image(),\n \"Meta\": await FileAttachment(\"meta.png\").image(),\n \"XAI\": await FileAttachment(\"xai.png\").image(),\n \"Mistral\": await FileAttachment(\"mistral.png\").image(),\n \"Chimp\": await FileAttachment(\"chimp.png\").image()\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":997,"value":"$35","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":957,"value":"sections = {\n const height = 175;\n return vendors.map((vendor, index) => ({\n vendor, \n data: ratesByModel.get(selectedModels[vendor]),\n height,\n marginTop: index === 0 ? 0 : null,\n marginBottom: index === vendors.length - 1 ? 60: null,\n axis: index === vendors.length - 1\n }))\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1074,"value":"vendors = [...new Set(model_configurationWithHuman.map(d => d.vendor))]","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":950,"value":"html = htl.html","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W36","stdlib":"1","titling":"auto"}} 30:"$2f:body"