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01_CausalAGI
01_CausalAGI-01
PS
1
[ "REPLACE" ]
U-04
Apply a consistent title color across the 9-slide deck. Slide 1 has no text and should be silently skipped — tests the planner's ability to identify applicable slides. Color given without hex — also tests color-name resolution.
Change every slide's title color to green.
01_CausalAGI
01_CausalAGI-02
PC
3
[ "REPLACE", "ADD" ]
U-08
Run three heterogeneous ops only on the DEMO subset (slides 6-9). Tests conditional targeting plus a mix of style change, text append, and new-shape creation at a non-default anchor (top-left).
For every slide whose title starts with 'DEMO', change the title color to dark red, append ' — Causal AGI' to the title, and add a small textbox 'Phase 2 Demo' at the top-left 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
Chart-agent REPLACE (update_chart_axes) — add Y axis title and set a fixed range.
On slide 5 (Productivity by Age chart), set the Y axis title to 'Productivity Change (%)' and the Y axis range to -20 to 50.
02_RemoteWorkSurvey
02_RemoteWorkSurvey-07
EC
1
[ "REPLACE" ]
deck-specific
Chart-agent REPLACE (update_chart_structure.legend_position) — reposition the legend.
On slide 6 (Pain Points chart), move the legend to the bottom.
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 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
Single-slide multi-shape REPLACE — apply grayscale to every image on the slide (tests edit_image).
On the only slide, change every image to grayscale.
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
Two direct ops on every chapter slide. Uses {i} for pattern-mode indexing.
For slides 3 through 8, bold 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
Multi-slide REPLACE — change body font across the deck.
Change every slide's body font to Calibri.
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 text line.
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
Multi-slide × multi-shape REPLACE — give the paired category boxes contrasting colors on every slide that has them.
On every slide that has a pair of category boxes, give the two boxes contrasting colors.
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
[ "REPLACE" ]
U-22
Multi-slide REPLACE — change body font across the deck to Calibri.
Change every slide's body font to Calibri.
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 format to 'NN. TITLE' with exactly one space after the period.
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
[ "REPLACE" ]
U-22
Multi-slide REPLACE — change body font across the deck to Arial.
Change every slide's body font to Arial.
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
[ "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.
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
[ "REPLACE" ]
U-22
Multi-slide REPLACE — change body font across the deck to Calibri.
Change every slide's body font to Calibri.
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
Semantic emphasis — multi-slide REPLACE that requires the agent to identify and bold the important parts of body text on each content-bearing slide.
On every slide that has body content, bold the important parts.
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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
├── THIRD_PARTY_NOTICES.md              # image/figure 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, see taxonomy.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 .pptx files 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.

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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