deck_id string | id string | cell string | ops_per_slide int64 | actions list | derived_from string | intent string | text string |
|---|---|---|---|---|---|---|---|
01_CausalAGI | 01_CausalAGI-01 | PS | 1 | [
"REPLACE"
] | U-04 | Recolor the visual title of every slide green. Titles live in heterogeneous containers (a rounded rectangle on the cover, a textbox named like a content placeholder, text placeholders elsewhere), so the system must identify the de-facto title of each slide rather than rely on placeholder types; the colour is given by n... | Change every slide's title color to green. |
01_CausalAGI | 01_CausalAGI-02 | PC | 3 | [
"REPLACE",
"ADD"
] | U-08 | Apply two different edits only to the slides selected by a content rule (title starts with 'DEMO', slides 6-9): recolor the title dark red and add a small 'Phase 2 Demo' label at the top-right corner. Tests conditional slide selection over a 9-slide deck, compound per-slide editing, and placing a new object in a named ... | For every slide whose title starts with 'DEMO', change the title color to dark red and add a small textbox 'Phase 2 Demo' at the top-right corner of the slide. |
01_CausalAGI | 01_CausalAGI-03 | EC | 1 | [
"REPLACE"
] | U-01 | Make the deck uniformly English by translating its one Korean slide. Tests targeting a specific slide plus translation quality across multiple shapes on that slide. | On slide 4, translate all Korean text into English to make the deck uniformly English. Preserve the original slide layout, fonts, and bullet structure. |
01_CausalAGI | 01_CausalAGI-04 | PS | 1 | [
"REPLACE"
] | U-22 | Multi-slide REPLACE — change body font across the deck to Calibri. | Change every slide's body font to Calibri. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-01 | PS | 1 | [
"REPLACE"
] | U-01 | Multi-slide REPLACE — translate every slide's text into Korean. | Translate every slide's text into Korean. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-02 | EC | 1 | [
"REPLACE"
] | deck-specific | Single-slide multi-shape REPLACE — anonymize the three user-interview personas. | On slide 7 (User Interviews), replace each persona's name with 'Persona A', 'Persona B', 'Persona C' respectively. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-03 | PS | 1 | [
"REPLACE"
] | deck-specific | Multi-slide chart-agent REPLACE (per-point colors) — color each data point with progressively darker blue. | On every chart slide, color each data point (column or pie slice) with a different shade of blue, going from light blue to dark blue across the categories. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-04 | EC | 1 | [
"REPLACE"
] | deck-specific | Single-slide multi-shape REPLACE — color the four methodology step circles distinctly. | On slide 2 (Methodology), color each of the four numbered circles (01, 02, 03, 04) with a different distinct color. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-05 | EC | 1 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_structure.chart_type) — convert the Work Mode chart type. | On slide 3 (Work Mode chart), change the chart type to a pie chart. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-06 | EC | 2 | [
"REPLACE"
] | deck-specific | On the satisfaction chart of slide 4, give the value axis the title 'Share of respondents (%)' and fix its range to 0-50. The target is the clustered column chart 4, whose value axis is currently hidden, and the judge reads the exact title text and the raw minimum and maximum. Whether the axis is made visible is not ju... | On slide 4 (Work Environment Satisfaction chart), set the vertical axis title to 'Share of respondents (%)' and the axis range to 0 to 50. |
02_RemoteWorkSurvey | 02_RemoteWorkSurvey-07 | EC | 1 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_structure.legend_position) — reposition the legend. | Show the legend at the bottom of the chart on slide 6 (Pain Points chart). |
03_ASRMathLearning | 03_ASRMathLearning-01 | ES | 1 | [
"REPLACE"
] | U-02 | Single-shape text-style change at the run level — each word gets a distinct color, requiring per-run formatting on the title textbox. | Change the title so each word is a different color. |
03_ASRMathLearning | 03_ASRMathLearning-02 | EC | 2 | [
"REPLACE"
] | U-03 | Multi-shape style change targeting all section header labels on a single slide. | Make all the section header labels (Abstract, Methodology, ...) underlined and Orange. |
03_ASRMathLearning | 03_ASRMathLearning-03 | EC | 2 | [
"ADD"
] | U-21 | Two ADDs on a single slide — corner labels. | Add a small textbox 'GTC 2025' at the top-right corner of the slide and another small textbox '★ Poster' at the top-left corner. |
03_ASRMathLearning | 03_ASRMathLearning-04 | EC | 1 | [
"DELETE"
] | U-10 | Multi-shape DELETE on a single slide — locate and remove every university logo (the deck has 10 pictures total; logos are a subset). | Delete all the university logos. |
03_ASRMathLearning | 03_ASRMathLearning-05 | PS | 1 | [
"REPLACE"
] | U-22 | Multi-slide REPLACE — change body font across the deck to Arial. | Change every slide's body font to Arial. |
04_OmniBench | 04_OmniBench-01 | EC | 1 | [
"REPLACE"
] | U-01 | Translate all text on the slide into English. Multi-shape REPLACE on a single slide. | Translate all text on the slide into English. |
04_OmniBench | 04_OmniBench-02 | EC | 1 | [
"REPLACE"
] | deck-specific | Multi-shape color REPLACE — recolor every gray-filled box to a brighter shade. | Change all the gray boxes with the text on the slide to brighter colors. |
04_OmniBench | 04_OmniBench-03 | EC | 1 | [
"REPLACE"
] | deck-specific | Find typos across the slide text and replace them with correct spellings. Multi-shape REPLACE — agent must scan text content, identify errors, and fix them. | Find any typos in the slide text and fix them. |
04_OmniBench | 04_OmniBench-04 | EC | 1 | [
"REPLACE"
] | deck-specific | Recolour every image on the slide red. The images are four copies of one black waveform icon stored as SVG graphics (#10, #23, #45, #53) inside the diagram group, and each must end up drawn in red (hue within 25 degrees of red, saturation at least 0.4), either by a graphic fill or by replacing it with a red raster of t... | On the only slide, change the color of every image to red. |
05_CultureHistory | 05_CultureHistory-01 | EC | 1 | [
"REPLACE"
] | deck-specific | Single-table style REPLACE — bold the header row text and apply a contrasting background color. | Change the population/area table's header row to bold white text on a dark teal background. |
05_CultureHistory | 05_CultureHistory-02 | EC | 2 | [
"REPLACE"
] | U-03 | Multi-shape style change targeting the five main section header labels. | Make the five main section header labels bold and red. |
05_CultureHistory | 05_CultureHistory-03 | ES | 1 | [
"DELETE"
] | U-09 | Single-shape DELETE — remove the course/student-info textbox. | Delete the textbox that contains the course year and student names. |
05_CultureHistory | 05_CultureHistory-04 | EC | 1 | [
"REPLACE"
] | deck-specific | Chart-agent color exercise — recolor every chart on the slide with a unified palette (tests update_chart_colors). | Change the color palette of every chart on the slide to shades of teal. |
05_CultureHistory | 05_CultureHistory-05 | EC | 1 | [
"ADD"
] | deck-specific | Chart-agent structural exercise — add a title to every chart (tests update_chart_structure). Different surface from prompt 04 so the two chart prompts hit distinct chart-tool paths. | Add the title 'Forecast' to every chart on the slide. |
05_CultureHistory | 05_CultureHistory-06 | EC | 1 | [
"REPLACE"
] | deck-specific | Theme color shift across the entire slide — replace every blue color with a yellow equivalent while preserving original brightness/value (dark blue → dark yellow, light blue → light yellow). Tests color reasoning + multi-shape REPLACE. | Replace every blue color on the slide with a yellow equivalent of the same brightness — so dark blue becomes dark yellow, light blue becomes light yellow. |
06_NLPMeeting | 06_NLPMeeting-01 | PS | 1 | [
"REPLACE"
] | U-04 | Apply a consistent title color. Slides without a title (2, 3) should be silently skipped. | Change every slide's title color to yellow. |
06_NLPMeeting | 06_NLPMeeting-02 | EC | 3 | [
"REPLACE"
] | U-03 | Three style ops on multiple shapes of slide 5 — title color, body font, and a run-level underline on the embedded URL. | On slide 5, change the title color to red, change the body content text font to Calibri, and underline the link in the body content. |
06_NLPMeeting | 06_NLPMeeting-03 | PC | 2 | [
"REPLACE",
"ADD"
] | U-06 | Two ops on the title-bearing slides — color change + date suffix. | On slides 1, 4, and 5, change the title color to green and append ' (2025-09-26)' to the title text. |
06_NLPMeeting | 06_NLPMeeting-04 | ES | 1 | [
"DELETE"
] | U-09 | Single-shape DELETE on a single slide. | On slide 5, delete the citation textbox. |
06_NLPMeeting | 06_NLPMeeting-05 | PS | 1 | [
"SLIDE"
] | U-13 | Apply a uniform transition across the whole deck. | Apply a fade transition to every slide. |
06_NLPMeeting | 06_NLPMeeting-06 | PS | 1 | [
"REPLACE"
] | U-22 | Multi-slide REPLACE — change body font across the deck to Times New Roman. | Change every slide's body font to Times New Roman. |
07_PINN_LSTM | 07_PINN_LSTM-01 | PS | 1 | [
"REPLACE"
] | U-04 | Reformat the chapter label across slides 3-8. | On slides 3 through 8, change the chapter label style from 'NN · TITLE' to 'Part N — Title'. |
07_PINN_LSTM | 07_PINN_LSTM-02 | EC | 1 | [
"REPLACE"
] | deck-specific | Simple multi-shape style change on the Contents page (slide 2). | On slide 2, italicize all six description items (the short lines like 'Deterministic Physics Simulator'). |
07_PINN_LSTM | 07_PINN_LSTM-03 | PC | 2 | [
"REPLACE",
"ADD"
] | U-07 | On each chapter slide from 3 to 8, italicize the heading and append ' (slide N)' with that slide's own number to the line beneath it. The golden takes the 28pt title textbox #102 as the title and the 14pt descriptive line #104 under the divider as the subtitle, while the 11pt chapter kicker #101 is neither. It tests tw... | For slides 3 through 8, italicize the title text and append ' (slide {i})' to the subtitle. |
07_PINN_LSTM | 07_PINN_LSTM-04 | PS | 1 | [
"DELETE"
] | U-10 | Multi-slide DELETE — remove every image shape across the deck. Slides without images naturally no-op (per deck_info.json, pictures appear on slides 4, 5, 7 only — total 4 pictures). | On every slide, delete all image shapes. |
07_PINN_LSTM | 07_PINN_LSTM-05 | PS | 1 | [
"SLIDE"
] | U-16 | Apply a uniform background across the chapter slides only. Tests SLIDE action on a subset of slides. | Set the background of slides 3 through 8 to a very light cream color. |
07_PINN_LSTM | 07_PINN_LSTM-06 | EC | 1 | [
"REPLACE"
] | deck-specific | Convert all numbering on a single slide to Roman numerals. EC because the op touches multiple number shapes on one slide (slide 7 has 4 card numbers and 4 circled workflow steps). | On slide 7, replace all the number labels with Roman numerals. |
07_PINN_LSTM | 07_PINN_LSTM-07 | PS | 1 | [
"REPLACE"
] | U-22 | Multi-slide REPLACE — change body font across the deck to Calibri. | Change every slide's body font to Calibri. |
08_UKComputerEducation | 08_UKComputerEducation-01 | PS | 1 | [
"REPLACE"
] | U-01 | Multi-slide REPLACE — translate every slide's text into English. | Translate every slide's text into English. |
08_UKComputerEducation | 08_UKComputerEducation-02 | EC | 1 | [
"REPLACE"
] | deck-specific | Single-slide multi-shape REPLACE — give each of the three category boxes a distinct color. | On slide 3, color each of the three category boxes with a different distinct color. |
08_UKComputerEducation | 08_UKComputerEducation-03 | ES | 1 | [
"REPLACE"
] | deck-specific | Single-shape REPLACE — anonymize the presenter name on the Thank you slide. | On slide 5, replace the presenter name with 'Anonymous'. |
08_UKComputerEducation | 08_UKComputerEducation-04 | EC | 2 | [
"REPLACE"
] | deck-specific | Single-slide multi-shape REPLACE — highlight the two key statistics on slide 4. | On slide 4, increase the font size of the '4600+' and '31K' statistics by 12 points and color them red. |
08_UKComputerEducation | 08_UKComputerEducation-05 | PS | 1 | [
"REPLACE"
] | deck-specific | Multi-slide REPLACE — bold the recurring organization acronyms. | On every slide that mentions 'BCS' or 'CAS', bold every occurrence. |
08_UKComputerEducation | 08_UKComputerEducation-06 | PC | 1 | [
"REPLACE"
] | deck-specific | Multi-slide × multi-shape layout REPLACE — make the box layout consistent across slides 2 and 3 (uniform positioning + even spacing). | On slides 2 and 3, align the box shapes to have consistent positioning and even spacing. |
09_ApexAnalytics | 09_ApexAnalytics-01 | EC | 1 | [
"REPLACE"
] | deck-specific | Single-slide multi-shape REPLACE — bold every financial figure on the Executive Summary slide. | On slide 2 (Executive Summary), bold every dollar amount and percentage figure in the bullet list. |
09_ApexAnalytics | 09_ApexAnalytics-02 | PS | 1 | [
"REPLACE"
] | U-22 | Resize the two charts on slide 7 so they match and line up along the top. The targets are the column chart 'Q4 Units Sold' #3 (218x187 pt at top 168) and the pie chart 'Channel Mix' #4 (245x214 pt at top 144), and the title is not touched. Any common size is allowed as long as both charts end up equal, top-aligned, non... | On slide 7, make the two charts the same size and align their tops. |
09_ApexAnalytics | 09_ApexAnalytics-03 | PS | 1 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_colors with point_index) — give each data point in every chart a distinct color, exercising per-point coloring across columns / pie slices / line markers. | On every chart in the deck, color each data point (column / pie slice / line marker) with a different distinct color. Use a 6-color palette (red, orange, yellow, green, blue, purple), repeating if a chart has more than 6 points. |
09_ApexAnalytics | 09_ApexAnalytics-04 | EC | 1 | [
"ADD"
] | deck-specific | Chart-agent ADD (update_chart_series.add) — append a new series to the line chart. | On slide 5 line chart, add a new series 'Product C' with values [50, 75, 100, 130, 165]. |
09_ApexAnalytics | 09_ApexAnalytics-05 | EC | 1 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_categories) — rename category labels. | On slide 6 bar chart, rename each category to its uppercase form. |
09_ApexAnalytics | 09_ApexAnalytics-06 | EC | 1 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_structure.chart_type) — convert chart type. | On slide 3 column chart, change the chart type to horizontal bar. |
09_ApexAnalytics | 09_ApexAnalytics-07 | EC | 1 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_axes.y_axis) — set Y axis range. | On slide 5 line chart, set the Y axis range to 0-300. |
09_ApexAnalytics | 09_ApexAnalytics-08 | EC | 2 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_structure.new_title + legend_position) — change title text and move legend. | On slide 4 pie chart, change the chart title to 'Q4 Revenue Split' and move the legend to the bottom. |
09_ApexAnalytics | 09_ApexAnalytics-09 | EC | 2 | [
"REPLACE"
] | deck-specific | Chart-agent REPLACE (update_chart_series.rename + update_chart_axes.title) — series rename + axis title. | On slide 5 line chart, rename 'Product A' to 'Flagship Product' and add a Y axis title '$M'. |
01_OverseasNews | 01_OverseasNews-01 | ES | 1 | [
"REPLACE"
] | deck-specific | Single-shape REPLACE on the title slide — agent must identify what constitutes 'privacy text' (student ID, name, email, etc.) without explicit listing. | On slide 1, replace the privacy text with 'Anonymized'. |
01_OverseasNews | 01_OverseasNews-02 | EC | 2 | [
"REPLACE"
] | U-03 | Contents-page redesign — two distinct style ops on the multi-shape Contents page (slide 2). | On slide 2, bold the three section title items and italicize the three description sentences below them. |
01_OverseasNews | 01_OverseasNews-03 | PS | 1 | [
"DELETE"
] | U-10 | Multi-slide DELETE — sweep out all citation textboxes across the deck. | On every slide, delete any small textbox whose text starts with 'Source:'. |
01_OverseasNews | 01_OverseasNews-04 | PS | 1 | [
"ADD"
] | U-21 | Add page numbers across the deck using pattern-mode {i} indexing. | Add a small textbox '{i} / 30' at the bottom-right corner of every slide. |
01_OverseasNews | 01_OverseasNews-05 | PC | 1 | [
"REPLACE"
] | U-01 | Selective translation — Vietnamese passages exist on a subset of slides (11, 20, 22, 25). Tests language-aware filtering plus multi-shape REPLACE on the affected slides. | Translate every Vietnamese-language passage in the deck into Korean. Leave English-only slides unchanged. |
01_OverseasNews | 01_OverseasNews-06 | PS | 1 | [
"SLIDE"
] | U-13 | Apply varied non-uniform transitions across the deck — no two consecutive slides share the same transition. Tests slide-agent dispatch over per-slide unique values. | Apply a different transition to each slide so that no two consecutive slides share the same transition. |
01_OverseasNews | 01_OverseasNews-07 | PS | 1 | [
"REPLACE"
] | U-22 | Multi-slide REPLACE — change body font across the deck to Arial. | Change every slide's body font to Arial. |
02_SpeechAI | 02_SpeechAI-01 | PS | 1 | [
"REPLACE"
] | U-01 | Translate Korean body content to English across the deck. | Translate every Korean passage in the deck into English. |
02_SpeechAI | 02_SpeechAI-02 | PS | 1 | [
"DELETE"
] | U-10 | Multi-slide DELETE — clean up the repeated single-line paper metadata across every content slide. | On every slide, delete the conference-info textbox. |
02_SpeechAI | 02_SpeechAI-03 | EC | 1 | [
"REPLACE"
] | deck-specific | Multi-shape EC — distinct color per category box on the taxonomy slide. | On slide 2, give each of the four category boxes a different distinct color. |
02_SpeechAI | 02_SpeechAI-04 | PS | 1 | [
"REPLACE"
] | deck-specific | Privacy edit — anonymize the presenter name across the deck. | Replace the presenter name in the deck with 'Anonymous'. |
02_SpeechAI | 02_SpeechAI-05 | PC | 2 | [
"REPLACE"
] | U-03 | Two ops on the take-home message slides of each paper — bold + size bump on the body content. | On the take-home message slides of each paper, bold the body content and increase its font size by 4 points. |
02_SpeechAI | 02_SpeechAI-06 | PS | 1 | [
"SLIDE"
] | U-13 | Section-based varied transitions — different transition per paper section. | Apply a fade transition to slides 4 through 15 and a push transition to slides 16 through 23. |
02_SpeechAI | 02_SpeechAI-07 | PC | 1 | [
"REPLACE"
] | U-20 | Layout mirror — use slide 5 as a layout template for the Encodec paper section. | On slides 6-15, adjust each shape's position and size to match slide 5's layout. |
02_SpeechAI | 02_SpeechAI-08 | PC | 1 | [
"REPLACE"
] | U-20 | Layout mirror — use slide 16 as a layout template for the DiTTo paper section. | On slides 17-23, adjust each shape's position and size to match slide 16's layout. |
02_SpeechAI | 02_SpeechAI-09 | PS | 1 | [
"REPLACE"
] | U-22 | Multi-slide REPLACE — change body font across the deck to Times New Roman. | Change every slide's body font to Times New Roman. |
03_DataCentricSpeech | 03_DataCentricSpeech-01 | PS | 1 | [
"REPLACE"
] | deck-specific | Multi-slide REPLACE — fill in the placeholder organization name that appears on every slide. | On every slide, fill in the missing university-name placeholder with 'Apple Inc.'. |
03_DataCentricSpeech | 03_DataCentricSpeech-02 | PS | 1 | [
"REPLACE"
] | deck-specific | Multi-slide REPLACE — convert the page-number footer notation to Chinese (Hanja) numerals. | On every slide, change the page-number footer to use Chinese (Hanja) numerals instead of Arabic digits. |
03_DataCentricSpeech | 03_DataCentricSpeech-03 | PC | 2 | [
"REPLACE"
] | U-08 | Exchange the fill colours of the two side-by-side category boxes wherever such a pair exists. The pairs are Fine/Coarse interleaving on slides 5 and 6, Quest/Krist on slides 8 and 9 and Deterministic/Stochastic Sampling on slide 10, each going from light blue and light peach to the reverse. Slide 7 has only a single 'F... | On every slide that has a pair of category boxes, swap the fill colors of the two boxes. |
03_DataCentricSpeech | 03_DataCentricSpeech-04 | ES | 1 | [
"ADD"
] | deck-specific | Single-shape ADD — slide 1 lacks a real title; supply one. | On the first slide, add a large title textbox 'Data-Centric Speech-Language Pretraining' centered near the top. |
03_DataCentricSpeech | 03_DataCentricSpeech-05 | ES | 1 | [
"DELETE"
] | U-09 | Single-shape DELETE — remove the 'Q&A' sub-label. | On the last slide, delete the 'Q&A' label. |
03_DataCentricSpeech | 03_DataCentricSpeech-06 | PS | 1 | [
"REPLACE"
] | deck-specific | Multi-slide REPLACE — recolor every gray text shape across the deck to a single accent color. | On every slide, change all gray text to dark purple. |
03_DataCentricSpeech | 03_DataCentricSpeech-07 | PS | 1 | [
"SLIDE"
] | U-22 | Reorder the deck so that the three appendix slides titled 'Supplement' come after the closing 'Thank You' slide. The block is slides 19 to 21, and the expected order is slides 1 to 18, then the 'Thank You' slide, then the three Supplement slides in their original order. No slide content changes. Tests identifying slide... | Move the three 'Supplement' slides so they come after the 'Thank You' slide. |
04_ASR_OCR | 04_ASR_OCR-01 | PS | 1 | [
"REPLACE"
] | deck-specific | Standardize the section-heading format across the deck — current titles have inconsistent spacing after the section number. | On every section slide, standardize the title to the format 'NN. TITLE': a two-digit section number (zero-padded), a period, exactly one space, and the title in all capital letters. |
04_ASR_OCR | 04_ASR_OCR-02 | PS | 1 | [
"DELETE"
] | U-10 | Multi-slide DELETE — remove repeated paper-citation textboxes that appear on many slides. | On every slide, delete any small textbox containing a paper citation reference. |
04_ASR_OCR | 04_ASR_OCR-03 | ES | 1 | [
"ADD"
] | deck-specific | Single-shape ADD on the title slide — supply a conference/venue tag. | On the first slide, add a small textbox 'Conference Talk' below the existing subtitle. |
04_ASR_OCR | 04_ASR_OCR-04 | PS | 1 | [
"REPLACE"
] | deck-specific | Privacy edit — anonymize author names throughout the deck (title-slide author list + citations) with a placeholder name. | Replace all author names throughout the deck with 'John Doe'. |
04_ASR_OCR | 04_ASR_OCR-05 | PS | 1 | [
"REPLACE"
] | U-01 | Multi-slide REPLACE — translate the deck content to Korean. | Translate all slides into Korean. |
04_ASR_OCR | 04_ASR_OCR-06 | PS | 1 | [
"ADD"
] | U-22 | On the Topics slide, append to each item the slide number where its section starts, in the form 'Section name (p. N)'. The target is the four-line list in body placeholder 3 of slide 2, and the expected pages are 3 for Introduction, 5 for Word frequency difference approach, 12 for Analysis and experiments and 19 for Co... | On the Topics slide, add to each item the slide number where that section starts, e.g. 'Section name (p. N)'. |
05_MingUniAudio | 05_MingUniAudio-01 | PS | 1 | [
"REPLACE"
] | deck-specific | Section-colored titles — different title color per paper section, tests value-varied PS dispatch. | For slides 4 through 12, change the title color to crimson. For slides 13 through 21, change the title color to emerald. |
05_MingUniAudio | 05_MingUniAudio-02 | PS | 1 | [
"DELETE"
] | U-10 | Multi-slide DELETE — remove the unfilled placeholder shape from every slide (inverse approach to filling it in). | On every slide, delete the unfilled '[Name of University]' placeholder. |
05_MingUniAudio | 05_MingUniAudio-03 | PS | 1 | [
"REPLACE"
] | deck-specific | Multi-slide REPLACE — emphasize the deck's central technical term across the deck via bold. | On every slide that mentions 'MingTok-Audio', bold every occurrence of the term. |
05_MingUniAudio | 05_MingUniAudio-04 | ES | 1 | [
"ADD"
] | deck-specific | Single-shape ADD — supply a real title to the empty title slide. | On the first slide, add a large title textbox 'MingTok-Audio: Unified Audio Tokenizer' centered near the top. |
05_MingUniAudio | 05_MingUniAudio-05 | PS | 1 | [
"SLIDE"
] | U-13 | Section-based varied transitions — different transition per paper section. | Apply a fade transition to slides 4 through 12 and a wipe transition to slides 13 through 21. |
05_MingUniAudio | 05_MingUniAudio-06 | PS | 1 | [
"ADD"
] | U-22 | Add a textbox on the closing slide 22 that summarizes the whole presentation. The new box must cover the deck's main points, the unified understanding and generation problem, the MingTok-Audio tokenizer design, its three-stage training and the unified speech language model pretraining, and an LLM judges whether it is a... | On the last slide, add a textbox that summarizes the whole presentation. |
06_SAMAudio | 06_SAMAudio-01 | PS | 1 | [
"REPLACE"
] | U-01 | Multi-slide REPLACE — translate scattered Korean text to English for language uniformity. | Translate every Korean passage in the deck into English. |
06_SAMAudio | 06_SAMAudio-02 | PS | 1 | [
"REPLACE"
] | deck-specific | Reformat the page-number footer style across the deck (from 'NN / total' to 'Page NN'). | On every slide, change the page-number footer from the 'NN / 21' format to 'Page NN'. |
06_SAMAudio | 06_SAMAudio-03 | EC | 1 | [
"REPLACE"
] | deck-specific | Multi-shape EC — give each of the four prompt-modality cards a distinct color. | On slide 4, give each of the four prompt-modality cards a distinct color. |
06_SAMAudio | 06_SAMAudio-04 | ES | 1 | [
"DELETE"
] | U-09 | Single-shape DELETE — remove the URL textbox on the demo slide. | On slide 2, delete the URL textbox. |
06_SAMAudio | 06_SAMAudio-05 | ES | 1 | [
"ADD"
] | deck-specific | Single-shape ADD — supply a real title to the empty title slide. | On the first slide, add a large title textbox 'SAM Audio: Multi-Modal Audio Separation' centered near the top. |
06_SAMAudio | 06_SAMAudio-06 | PS | 1 | [
"DELETE",
"ADD"
] | U-22 | Replace the latency table on slide 21 with a native bar chart of the same values. The golden requires table 748 to be removed and an added bar or column chart whose single series carries the four pairs Total Latency 7.3, Model forward 6.5, Span prompting 0.1 and Judge reranking 0.5, while the title, picture, Latency la... | On slide 21, replace the latency table with a simple bar chart that shows the same values. |
07_SpeechMeeting | 07_SpeechMeeting-01 | PS | 1 | [
"REPLACE"
] | deck-specific | Section-colored titles — distinct color per section group, tests value-varied PS dispatch across 4 groups. | Color the slide titles by section: slides 3-6 burgundy, slides 7-9 forest green, slides 10-12 plum, slides 13-15 olive. |
07_SpeechMeeting | 07_SpeechMeeting-02 | PS | 1 | [
"DELETE"
] | U-10 | Multi-slide DELETE — sweep URL reference textboxes from every slide. | On every slide, delete any small URL-link textbox. |
07_SpeechMeeting | 07_SpeechMeeting-03 | PS | 1 | [
"SLIDE"
] | U-13 | Section-based varied transitions — different transition per section group. | Apply a fade transition to slides 3-6, a wipe transition to slides 7-9, a push transition to slides 10-12, and a cover transition to slides 13-15. |
07_SpeechMeeting | 07_SpeechMeeting-04 | ES | 1 | [
"ADD"
] | deck-specific | Single-shape ADD — add a meeting tag textbox to the title slide. | On the first slide, add a small textbox 'NLP Group Meeting' below the name. |
07_SpeechMeeting | 07_SpeechMeeting-05 | PS | 1 | [
"REPLACE"
] | deck-specific | Underline the key phrases in the body text of every slide that has body content. The golden body is shape 3 on slides 2, 5-10 and 12-16 (the body placeholder, or the 18-pt note text box on slide 5). Titles, section kickers, slide numbers and URL lines are excluded, and the cover and slides 3, 4 and 11 have no body. A s... | On every slide that has body content, underline the important parts. |
DECKEDIT-BENCH
A benchmark for instruction-guided PowerPoint (.pptx) editing. It pairs
28 real-world presentation decks with 183 natural-language editing
instructions, organized along a Cell × Action × Target taxonomy and three
deck-length tiers (Short / Medium / Long).
Each instance is a (deck, instruction) pair: a system reads the instruction,
edits the deck, and the before/after decks are compared. The benchmark stresses
locating the right targets, decomposing multi-step instructions, compressing
repeated edits into a pattern, and not damaging what should stay untouched.
Contents
DECKEDIT-BENCH/
├── decks/{Short,Medium,Long}/*.pptx # 28 source decks (≤10 / 11–30 / >30 slides)
├── prompts.jsonl # 183 editing instructions (one JSON / line)
├── taxonomy.json # cell + action definitions, 14 reusable templates
├── deck_info.json # per-deck metadata (size, language, topic, visuals)
├── DATASHEET.md # datasheet-for-datasets (composition, collection, cleaning)
├── TAXONOMY.md # Cell × Action × Target taxonomy + template catalog
├── fonts/S-Core_Dream_OTF.zip # required font, official release, unmodified
├── THIRD_PARTY_NOTICES.md # image/figure/font provenance & attributions
├── LICENSE # data license (CC BY-NC 4.0)
└── CITATION.cff
Prompt format (prompts.jsonl)
One JSON object per line:
{"deck_id":"02_UTI","id":"02_UTI-01","cell":"PS","ops_per_slide":1,
"actions":["REPLACE"],"derived_from":"U-01",
"intent":"…what this instance tests…","text":"…instruction sent to the system…"}
text— the instruction handed to the editing system.cell∈{ES, EC, PS, PC}·actions⊆{ADD, DELETE, REPLACE, SLIDE}.derived_from— a universal template id (U-xx, seetaxonomy.json) or"deck-specific".
See TAXONOMY.md for definitions.
Quickstart
import json
prompts = [json.loads(l) for l in open("prompts.jsonl", encoding="utf-8")]
info = {d["id"]: d for d in json.load(open("deck_info.json", encoding="utf-8"))["decks"]}
p = prompts[0]
deck_path = info[p["deck_id"]]["path"] # e.g. "decks/Short/01_CausalAGI.pptx"
# 1. open deck_path, 2. apply p["text"] with your system, 3. diff before/after.
Coverage
| total | breakdown | |
|---|---|---|
| Decks | 28 | Short 9 · Medium 12 · Long 7 |
| Prompts | 183 | Short 54 · Medium 81 · Long 48 |
| Cells | — | ES 17 · EC 57 · PS 87 · PC 22 |
| Deck languages | — | en 21 · ko 7 (translate targets also span ja/fr/es/zh) |
Full Cell × Action matrix and known imbalances are in DATASHEET.md.
Notes on the decks
- Full resolution. The
.pptxfiles keep original-resolution media (~1 GB total) and are distributed via Git LFS / the dataset host. - Privacy. Every deck was scrubbed of author/coauthoring/comment PII; see DATASHEET.md → Preprocessing/cleaning.
- Provenance. Embedded figures in paper-review decks, and the replacement
images in
11_FourthIndustryStartup, are credited in THIRD_PARTY_NOTICES.md.
Fonts
Required. Install S-Core Dream to edit decks/Long/01_Transformer.pptx and
decks/Long/06_Algorithm.pptx. It is included at fonts/S-Core_Dream_OTF.zip
(source: https://s-core.co.kr/company/font/). See THIRD_PARTY_NOTICES.md for its license.
Recommended. Other fonts referenced by the decks are not required. Without them, PowerPoint substitutes similar fonts, and decks still open, edit, and score normally, but line breaks and text measurements may differ from the original rendering.
| Fonts | Decks |
|---|---|
| Pretendard | Long/02, Long/04, Short/07 |
| Nanum Gothic, NanumSquare, NanumSquareRound | Long/04, Long/07, Medium/01 |
| Source Han Sans KR, Raleway | Long/06 |
| Poppins, Nobile, Alexandria | Short/08 |
| Gmarket Sans, KoPub Dotum | Long/04, Medium/09 |
| HCR Dotum, HCR Batang | Long/01, Medium/01 |
| Aptos (Microsoft 365) | Medium/01, 07, 10, Short/03, 04, 08 |
Rule-based scoring reads the OOXML directly and does not depend on installed fonts.
License & citation
Data is released under CC BY-NC 4.0 (see LICENSE). If you use
DECKEDIT-BENCH, please cite it — see CITATION.cff.
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