Add DECKEDIT-BENCH v1 (data-only release)

.gitattributes

@@ -0,0 +1,9 @@
+# DECKEDIT-BENCH decks retain full-resolution media (~1 GB total).
+# Track .pptx with Git LFS so the repo stays clonable.
+*.pptx filter=lfs diff=lfs merge=lfs -text
+
+# Keep text assets as normal git-tracked files.
+*.md   text
+*.json text
+*.jsonl text
+*.cff  text

CITATION.cff

@@ -0,0 +1,24 @@
+cff-version: 1.2.0
+title: "DECKEDIT-BENCH: A Benchmark for Instruction-Guided PowerPoint Editing"
+message: "If you use this dataset, please cite it as below."
+type: dataset
+version: "1.0.0"
+date-released: "2026-06-02"
+authors:
+  - name: "Anonymous Author(s)"
+license: CC-BY-NC-4.0
+# Author names, affiliation, repository URL, and DOI are withheld for
+# double-blind review. They will be restored in the camera-ready release.
+abstract: >-
+  DECKEDIT-BENCH pairs 28 real-world PowerPoint decks (Short / Medium / Long)
+  with 183 natural-language editing instructions organized along a
+  Cell x Action x Target taxonomy. It evaluates instruction-guided .pptx
+  editing systems on target localization, multi-step decomposition, pattern
+  compression across slides, and preservation of non-target content.
+keywords:
+  - benchmark
+  - powerpoint
+  - pptx
+  - instruction-following
+  - document-editing
+  - agents

DATASHEET.md

@@ -0,0 +1,100 @@
+# DECKEDIT-BENCH — Datasheet
+
+Following the *Datasheets for Datasets* structure (Gebru et al., 2021).
+
+## Motivation
+
+Instruction-guided document editing is largely evaluated on plain text or
+single-shape image edits. Real presentation editing is harder: instructions are
+under-specified, targets must be located among many shapes, edits repeat across
+slides, and a good system must change only what was asked while preserving
+everything else. DECKEDIT-BENCH provides real decks and natural-language
+instructions to measure these abilities, with an explicit axis for **preservation**
+(non-target damage) alongside instruction-following accuracy.
+
+## Composition
+
+- **Instances.** 183 `(deck, instruction)` pairs over 28 `.pptx` decks.
+- **Deck tiers** (by slide count): Short ≤10 (9 decks), Medium 11–30 (12),
+  Long >30 (7). Largest deck: 50 slides.
+- **Instructions per tier:** Short 54 · Medium 81 · Long 48.
+- **Cells:** ES 17 · EC 57 · PS 87 · PC 22 (see TAXONOMY.md).
+- **Languages:** source decks are en (21) / ko (7); some instructions ask for
+  translation into en/ko/ja/fr/es/zh.
+- **Domains** (28 decks): AI/ML/Speech-NLP research (12), STEM lecture &
+  engineering (4), Humanities & general (4), Business reports (3),
+  Architecture/Urban/Visual (3), Medical/Bio (2).
+- **Visuals:** decks variously contain pictures, tables, and charts; per-deck
+  inventory is in `deck_info.json` (`visuals`).
+- **Two fully-synthetic decks** (`02_RemoteWorkSurvey`, `09_ApexAnalytics`) are
+  chart-heavy fixtures authored for this benchmark.
+
+Each instance carries: `deck_id`, `id`, `cell`, `ops_per_slide`, `actions`,
+`derived_from` (template id or `deck-specific`), `intent`, `text`.
+
+### Known imbalances / limitations
+
+- REPLACE accounts for ~75 % of actions; ADD/DELETE/SLIDE are sparser.
+- `SLIDE` actions appear only in PS cells; ES/EC/PC × SLIDE = 0.
+- `slide-mgmt` (add/delete/duplicate slide) is barely tested.
+- Multi-action instructions (≥2 distinct actions) are rare.
+- Domain skew toward AI/Speech research (~43 % of decks); legal/finance/sales/
+  medical-chart are under-represented — an external-validity caveat.
+- Not every instruction is deterministically checkable: ~75 % are
+  (text/color/font/chart-attr/background); translate/summarize/"important parts"
+  require an LLM/vision judge.
+
+## Collection process
+
+Decks are real lecture, seminar, paper-review, proposal, and report
+presentations contributed by their authors (with permission), plus two
+synthetic chart decks. Instructions were authored for this benchmark to cover
+the Cell × Action × Target space; 92 derive from 14 reusable templates
+(`taxonomy.json`), 91 are deck-specific. No model outputs are included in the
+released data.
+
+## Preprocessing / cleaning / anonymization
+
+All decks were sanitized for personal and third-party data. PII in `.pptx`
+hides in **non-visible metadata layers**; every layer below was scrubbed and the
+result re-verified (0 residual names / emails / template watermarks across all
+28 decks):
+
+1. **Document properties** — `docProps/core.xml`, `app.xml`: `creator`,
+   `lastModifiedBy`, `title`, `subject`, `keywords`, `Company`, `Manager` cleared.
+2. **Comment / coauthor records** — `ppt/authors.xml`, `ppt/commentAuthors.xml`:
+   real author names anonymized to `Author A/B/…` (5 decks), initials blanked.
+3. **Coauthoring revision history** — `ppt/changesInfos/changesInfo*.xml`:
+   `chgData name=` author names anonymized (4 decks).
+4. **Embedded emails** — real addresses replaced with `example.*` placeholders.
+
+`11_FourthIndustryStartup` was originally built on a commercial third-party
+template; it was **rebuilt copyright-clean**: original text and styling preserved
+verbatim, the template's full-slide background and all raster images removed,
+template-vendor watermarks stripped, and slide imagery replaced with
+license-clean Unsplash photos (then downsized to 1920 px). Its instruction
+targets (team identifier, author list, four category labels, a replaceable
+image, the startup-pitch body) are preserved, so its prompts behave as before.
+
+## Uses
+
+Intended for evaluating instruction-guided `.pptx` editing systems
+(instruction-following accuracy, target localization, pattern compression,
+and content preservation). Not intended as training data for, or evaluation of, deck
+*generation* from scratch. The decks reflect their source domains and languages
+and should not be treated as a representative sample of all presentations.
+
+## Distribution
+
+Released as static files (decks + `prompts.jsonl` + `taxonomy.json` +
+`deck_info.json` + docs). Decks retain original-resolution media (~1 GB total)
+and require Git LFS or a large-file dataset host. License: **CC BY-NC 4.0**
+(`LICENSE`); third-party image/figure attributions in `THIRD_PARTY_NOTICES.md`.
+This v1 release is **data only** — the evaluation/judge harness is not included.
+
+## Maintenance
+
+When adding decks or instructions: update `deck_info.json`; add the
+instructions to the per-deck source and regenerate `prompts.jsonl` /
+`taxonomy.json`; re-run the PII scrub and coverage audit. The benchmark is
+intended to grow toward the gaps listed under *Known imbalances*.

LICENSE

@@ -0,0 +1,28 @@
+DECKEDIT-BENCH — Data License
+=============================
+
+Copyright (c) 2026 Anonymous Author(s).
+
+The DECKEDIT-BENCH dataset — its curation, natural-language instructions,
+taxonomy, metadata, and documentation — is licensed under the
+
+    Creative Commons Attribution-NonCommercial 4.0 International
+    (CC BY-NC 4.0)
+
+You are free to share and adapt the material for non-commercial purposes,
+provided you give appropriate credit. Full legal code:
+
+    https://creativecommons.org/licenses/by-nc/4.0/legalcode
+    Summary: https://creativecommons.org/licenses/by-nc/4.0/
+
+NOTE ON THIRD-PARTY CONTENT
+---------------------------
+The decks redistribute third-party material (e.g. figures reproduced from
+published papers and educational materials inside paper-review/lecture decks).
+That material remains under its respective rights and is included for
+non-commercial research use only; the CC BY-NC 4.0 grant above covers the
+benchmark's own contribution, not the embedded third-party content. Image and
+figure provenance is documented in THIRD_PARTY_NOTICES.md.
+
+The canonical CC BY-NC 4.0 legal code (linked above) governs in full; you may
+append its verbatim text to this file if a self-contained copy is preferred.

README.md

@@ -0,0 +1,101 @@
+---
+pretty_name: DECKEDIT-BENCH
+license: cc-by-nc-4.0
+language:
+  - en
+  - ko
+tags:
+  - powerpoint
+  - pptx
+  - instruction-following
+  - document-editing
+  - agents
+  - benchmark
+size_categories:
+  - n<1K
+task_categories:
+  - other
+configs:
+  - config_name: prompts
+    data_files: prompts.jsonl
+---
+
+# 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:
+
+```json
+{"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
+
+```python
+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`.

TAXONOMY.md

@@ -0,0 +1,74 @@
+# DECKEDIT-BENCH — Taxonomy
+
+Every instruction is classified along three axes. The first two (**Cell**,
+**Action**) are stored on each instance in `prompts.jsonl`; **Target** is a
+heuristic multi-label used for analysis.
+
+## 1. Cell — planner scope
+
+| Cell | Meaning |
+|------|---------|
+| **ES** | Explicit-Simple — 1 slide × 1 target shape |
+| **EC** | Explicit-Compound — 1 slide × multiple target shapes (or multiple ops) |
+| **PS** | Pattern-Simple — ≥2 slides × 1 target shape per slide |
+| **PC** | Pattern-Compound — ≥2 slides × multiple target shapes per slide (or multiple ops per slide) |
+
+The Explicit↔Pattern split tests whether a system can compress a repeated edit
+into one templated operation rather than emitting N per-slide operations; the
+Simple↔Compound split tests in-slide decomposition.
+
+## 2. Action — operation type
+
+| Action | Meaning |
+|--------|---------|
+| **ADD** | In-slide content insertion (new shape, prepend/append text, new paragraph, new table row) |
+| **DELETE** | In-slide content removal (delete shape, drop text, remove paragraph/row) |
+| **REPLACE** | In-slide content substitution (rewrite text, change color/font/size, swap value) |
+| **SLIDE** | Slide-wise operation (add/delete/duplicate a slide, set transition, set background) |
+
+Stored as a deduplicated set per instruction, e.g. `["REPLACE", "ADD"]`.
+
+## 3. Target — heuristic multi-tag
+
+`text-style`, `text-content`, `image`, `table`, `chart`, `slide-transition`,
+`slide-background`, `slide-mgmt`, `layout`, `shape-add`, `shape-delete`,
+`page-number`, `privacy`, `other`. (Analysis aid; not stored per instance.)
+
+## Cell × Action coverage (183 instructions)
+
+Counts are per (cell, action); multi-action instructions contribute to each of
+their actions, so rows may exceed the cell total.
+
+|        | ADD | DELETE | REPLACE | SLIDE | cell total |
+|--------|----:|-------:|--------:|------:|-----------:|
+| **ES** |  5  |   5    |    7    |   0   | **17** |
+| **EC** |  5  |   2    |   51    |   0   | **57** |
+| **PS** |  9  |  10    |   57    |  11   | **87** |
+| **PC** |  3  |   1    |   22    |   0   | **22** |
+
+REPLACE dominates (~75 %), as most edits are content/style substitutions;
+`SLIDE` appears only in PS. See DATASHEET.md for the full imbalance list.
+
+## Universal template catalog (`taxonomy.json → templates`)
+
+92 of the 183 instructions are instantiated from these 14 reusable templates
+(referenced via `derived_from`); the remaining 91 are `deck-specific`.
+
+| id | name | cell | actions | template text |
+|----|------|------|---------|---------------|
+| U-01 | translate-to-English | PS | REPLACE | Translate all text in slide into English. |
+| U-02 | ES-title-color-slide1 | ES | REPLACE | Change the title color of slide 1 to blue. |
+| U-03 | EC-multi-format-last-slide | EC | REPLACE/ADD | On the last slide, change title color, body font, and prepend 'Summary: '. |
+| U-04 | PS-titles-color | PS | REPLACE | Change the title color of every slide to blue. |
+| U-06 | PC-translate-and-summarize | PC | REPLACE/ADD | Translate each title, add a summary line and a takeaway line. |
+| U-07 | PC-chapter-template | PC | ADD | Prepend `[{i}]` / `Section {i}:` and append `— Slide {i}` across slides. |
+| U-08 | PC-translate-and-font | PC | REPLACE | Translate titles, change body font, change title color (every slide). |
+| U-09 | ES-delete-shape-slide1 | ES | DELETE | On slide 1, delete the largest non-title shape. |
+| U-10 | PS-delete-recurring | PS | DELETE | On every slide, delete any empty text shape. |
+| U-13 | PS-slide-transition | PS | SLIDE | Apply a fade transition to every slide. |
+| U-16 | PS-slide-background | PS | SLIDE | Set the background of every slide to light gray. |
+| U-20 | PS-mirror-each-from-template | PS | REPLACE | Use slide 1 as a layout template; match shape positions on every slide. |
+| U-21 | PS-add-page-number | PS | ADD | Add a `{i}` slide-number textbox at bottom-right of every slide. |
+| U-22 | PS-body-font-change | PS | REPLACE | Change every slide's body font to Calibri. |
+
+(`taxonomy.json` holds the verbatim `text` and `intent` for each template.)

THIRD_PARTY_NOTICES.md

@@ -0,0 +1,44 @@
+# Third-Party Notices
+
+DECKEDIT-BENCH redistributes real presentation decks. This file records
+third-party content and its provenance. The dataset license (CC BY-NC 4.0,
+non-commercial) applies to the benchmark's own contribution — the curation,
+instructions, taxonomy, and metadata; third-party material embedded in the
+decks remains under its respective rights, redistributed here for
+**non-commercial research use** only.
+
+## Deck contributions
+
+Source decks (lecture, seminar, paper-review, proposal, and report
+presentations) are redistributed with the permission of their authors. Author,
+coauthor, comment, and revision-history names have been anonymized to
+`Author A/B/…`; document-property authorship has been cleared.
+
+## Embedded figures in paper-review / lecture decks
+
+Several decks (e.g. `01_Transformer`, `02_UTI`, `05_Immunotherapy`,
+`06_SAMAudio`, `04_InnoCoreLLM`, and other research/lecture decks) contain
+figures and diagrams originating from published papers and educational
+materials, reproduced by the original deck authors. These figures remain the
+property of their respective copyright holders and are included here only for
+non-commercial research purposes. No additional license is granted over them.
+
+## `11_FourthIndustryStartup` — replacement imagery
+
+This deck was rebuilt to remove a commercial third-party template. The slide
+photographs are sourced from **Unsplash** (https://unsplash.com) under the
+**Unsplash License** (free to use, including commercially, no attribution
+required). The small augmented-reality illustration on slide 5 is an original
+graphic created for this benchmark.
+
+## Brand and product names
+
+Decks mention real product, platform, and organization names (e.g. in the
+metaverse-overview deck) as descriptive references. Such names are trademarks of
+their respective owners; their mention does not imply affiliation or endorsement.
+
+## Reporting
+
+If you are a rights holder and have a concern about any redistributed content,
+please contact the authors (contact withheld for double-blind review) to request correction or
+removal.

deck_info.json

@@ -0,0 +1,1118 @@
+{
+  "size_categories": {
+    "Short": "≤10 slides",
+    "Medium": "11-30 slides",
+    "Long": ">30 slides"
+  },
+  "decks": [
+    {
+      "id": "01_CausalAGI",
+      "path": "decks/Short/01_CausalAGI.pptx",
+      "size_category": "Short",
+      "slide_count": 9,
+      "language": "ko",
+      "topic": "AGI 동적 인과 추론 — 금융 omnimodal causal AGI 제안서",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            3,
+            4,
+            5,
+            6,
+            7,
+            8
+          ],
+          "count": 17
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "02_RemoteWorkSurvey",
+      "path": "decks/Short/02_RemoteWorkSurvey.pptx",
+      "size_category": "Short",
+      "slide_count": 8,
+      "language": "en",
+      "topic": "Remote work survey research report",
+      "visuals": {
+        "picture": {
+          "slides": [],
+          "count": 0
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [
+            3,
+            4,
+            5,
+            6
+          ],
+          "count": 4
+        }
+      }
+    },
+    {
+      "id": "03_ASRMathLearning",
+      "path": "decks/Short/03_ASRMathLearning.pptx",
+      "size_category": "Short",
+      "slide_count": 1,
+      "language": "en",
+      "topic": "ASR/TTS for accessible math learning (poster)",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1
+          ],
+          "count": 10
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "04_OmniBench",
+      "path": "decks/Short/04_OmniBench.pptx",
+      "size_category": "Short",
+      "slide_count": 1,
+      "language": "en",
+      "topic": "OmniBench benchmark overview (poster)",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1
+          ],
+          "count": 4
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "05_CultureHistory",
+      "path": "decks/Short/05_CultureHistory.pptx",
+      "size_category": "Short",
+      "slide_count": 1,
+      "language": "ko",
+      "topic": "광역도시계획 — 도시종합계획 case study",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1
+          ],
+          "count": 4
+        },
+        "table": {
+          "slides": [
+            1
+          ],
+          "count": 2
+        },
+        "chart": {
+          "slides": [
+            1
+          ],
+          "count": 3
+        }
+      }
+    },
+    {
+      "id": "06_NLPMeeting",
+      "path": "decks/Short/06_NLPMeeting.pptx",
+      "size_category": "Short",
+      "slide_count": 5,
+      "language": "en",
+      "topic": "NLP group meeting — Korean codec training",
+      "visuals": {
+        "picture": {
+          "slides": [
+            2,
+            3,
+            4
+          ],
+          "count": 4
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "07_PINN_LSTM",
+      "path": "decks/Short/07_PINN_LSTM.pptx",
+      "size_category": "Short",
+      "slide_count": 8,
+      "language": "en",
+      "topic": "PINN-LSTM semiconductor degradation prediction (idea pitch)",
+      "visuals": {
+        "picture": {
+          "slides": [
+            4,
+            5,
+            7
+          ],
+          "count": 4
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "08_UKComputerEducation",
+      "path": "decks/Short/08_UKComputerEducation.pptx",
+      "size_category": "Short",
+      "slide_count": 5,
+      "language": "ko",
+      "topic": "UK computer education curriculum overview",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            3,
+            4,
+            5
+          ],
+          "count": 7
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "09_ApexAnalytics",
+      "path": "decks/Short/09_ApexAnalytics.pptx",
+      "size_category": "Short",
+      "slide_count": 8,
+      "language": "en",
+      "topic": "Synthetic quarterly business report — 6 charts (column/pie/line/bar incl. dual-chart slide)",
+      "visuals": {
+        "picture": {
+          "slides": [],
+          "count": 0
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [
+            3,
+            4,
+            5,
+            6,
+            7
+          ],
+          "count": 6
+        }
+      }
+    },
+    {
+      "id": "01_OverseasNews",
+      "path": "decks/Medium/01_OverseasNews.pptx",
+      "size_category": "Medium",
+      "slide_count": 30,
+      "language": "en",
+      "topic": "Weekly overseas news article review",
+      "visuals": {
+        "picture": {
+          "slides": [
+            3,
+            4,
+            5,
+            7,
+            8,
+            9,
+            10,
+            11,
+            13,
+            15,
+            21,
+            23,
+            24,
+            26,
+            27,
+            28,
+            29
+          ],
+          "count": 24
+        },
+        "table": {
+          "slides": [
+            16,
+            18,
+            19
+          ],
+          "count": 3
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "02_SpeechAI",
+      "path": "decks/Medium/02_SpeechAI.pptx",
+      "size_category": "Medium",
+      "slide_count": 23,
+      "language": "en",
+      "topic": "Speech AI seminar — codec and TTS overview",
+      "visuals": {
+        "picture": {
+          "slides": [
+            2,
+            3,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13,
+            14,
+            16,
+            18,
+            19,
+            20,
+            21,
+            22
+          ],
+          "count": 53
+        },
+        "table": {
+          "slides": [
+            8,
+            9,
+            18,
+            19,
+            20
+          ],
+          "count": 11
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "03_DataCentricSpeech",
+      "path": "decks/Medium/03_DataCentricSpeech.pptx",
+      "size_category": "Medium",
+      "slide_count": 22,
+      "language": "en",
+      "topic": "Data-centric Speech-Language pretraining",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            2,
+            3,
+            4,
+            5,
+            6,
+            7,
+            9,
+            10,
+            11,
+            12,
+            13,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            21,
+            22
+          ],
+          "count": 27
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "04_ASR_OCR",
+      "path": "decks/Medium/04_ASR_OCR.pptx",
+      "size_category": "Medium",
+      "slide_count": 20,
+      "language": "en",
+      "topic": "ASR enhancement via OCR word-frequency analysis",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            5,
+            6,
+            7,
+            9,
+            10,
+            11,
+            15,
+            16,
+            18
+          ],
+          "count": 15
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "05_MingUniAudio",
+      "path": "decks/Medium/05_MingUniAudio.pptx",
+      "size_category": "Medium",
+      "slide_count": 22,
+      "language": "en",
+      "topic": "MingTok-Audio — unified audio understanding & generation",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            2,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13,
+            15,
+            16,
+            17,
+            18,
+            20,
+            21,
+            22
+          ],
+          "count": 30
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "06_SAMAudio",
+      "path": "decks/Medium/06_SAMAudio.pptx",
+      "size_category": "Medium",
+      "slide_count": 22,
+      "language": "en",
+      "topic": "SAM Audio — audio-visual data in Diffusion Transformer",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            4,
+            6,
+            10,
+            11,
+            12,
+            14,
+            15,
+            16,
+            17,
+            19,
+            20,
+            21,
+            22
+          ],
+          "count": 14
+        },
+        "table": {
+          "slides": [
+            21
+          ],
+          "count": 1
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "07_SpeechMeeting",
+      "path": "decks/Medium/07_SpeechMeeting.pptx",
+      "size_category": "Medium",
+      "slide_count": 16,
+      "language": "en",
+      "topic": "NLP group meeting — Speech & Language research topics (ASR/TTS, SpeechLM)",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            3,
+            4,
+            5,
+            8,
+            9,
+            11
+          ],
+          "count": 7
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "08_TTSMeeting",
+      "path": "decks/Medium/08_TTSMeeting.pptx",
+      "size_category": "Medium",
+      "slide_count": 14,
+      "language": "en",
+      "topic": "NLP group meeting — TTS model training pipeline, codec multi-GPU",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            3,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13
+          ],
+          "count": 13
+        },
+        "table": {
+          "slides": [
+            7
+          ],
+          "count": 1
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "09_ImpactReporting",
+      "path": "decks/Medium/09_ImpactReporting.pptx",
+      "size_category": "Medium",
+      "slide_count": 30,
+      "language": "en",
+      "topic": "AI-based impact reporting automation and hidden impact discovery",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            3,
+            4,
+            5,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13,
+            14,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            21,
+            22,
+            23,
+            24,
+            25,
+            26,
+            27,
+            28,
+            29,
+            30
+          ],
+          "count": 111
+        },
+        "table": {
+          "slides": [
+            29,
+            30
+          ],
+          "count": 2
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "10_MOSFET_HCI",
+      "path": "decks/Medium/10_MOSFET_HCI.pptx",
+      "size_category": "Medium",
+      "slide_count": 12,
+      "language": "en",
+      "topic": "MOSFET HCI (Hot Carrier Injection) degradation simulation and modeling",
+      "visuals": {
+        "picture": {
+          "slides": [
+            2,
+            3,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12
+          ],
+          "count": 45
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "11_FourthIndustryStartup",
+      "path": "decks/Medium/11_FourthIndustryStartup.pptx",
+      "size_category": "Medium",
+      "slide_count": 15,
+      "language": "ko",
+      "topic": "4차 산업혁명과 스타트업 — VR/AR/메타버스 개요",
+      "visuals": {
+        "picture": {
+          "slides": [
+            2,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            11,
+            13,
+            14
+          ],
+          "count": 16
+        },
+        "table": {
+          "slides": [
+            3,
+            12
+          ],
+          "count": 3
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "12_AntonyAndCleopatra",
+      "path": "decks/Medium/12_AntonyAndCleopatra.pptx",
+      "size_category": "Medium",
+      "slide_count": 15,
+      "language": "en",
+      "topic": "Shakespeare 'Antony and Cleopatra' Act I — text-only deck (Scene 1/2/3)",
+      "visuals": {
+        "picture": {
+          "slides": [],
+          "count": 0
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "01_Transformer",
+      "path": "decks/Long/01_Transformer.pptx",
+      "size_category": "Long",
+      "slide_count": 49,
+      "language": "ko",
+      "topic": "Transformer / Vision Transformer 강의자료",
+      "visuals": {
+        "picture": {
+          "slides": [
+            3,
+            10,
+            12,
+            16,
+            17,
+            18,
+            19,
+            22,
+            23,
+            24,
+            26,
+            27,
+            28,
+            29,
+            30,
+            31,
+            33,
+            34,
+            37,
+            38,
+            40,
+            41,
+            42,
+            43,
+            44,
+            45,
+            46,
+            48,
+            49
+          ],
+          "count": 134
+        },
+        "table": {
+          "slides": [
+            5,
+            39
+          ],
+          "count": 2
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "02_UTI",
+      "path": "decks/Long/02_UTI.pptx",
+      "size_category": "Long",
+      "slide_count": 43,
+      "language": "en",
+      "topic": "Mechanisms of UTIs and rUTIs (paper review)",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            2,
+            3,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13,
+            14,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            21,
+            22,
+            23,
+            24,
+            25,
+            26,
+            27,
+            28,
+            29,
+            30,
+            31,
+            32,
+            33,
+            34,
+            35,
+            36,
+            37,
+            38,
+            39,
+            40,
+            41,
+            42,
+            43
+          ],
+          "count": 250
+        },
+        "table": {
+          "slides": [
+            15
+          ],
+          "count": 1
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "03_AbandonedSpace",
+      "path": "decks/Long/03_AbandonedSpace.pptx",
+      "size_category": "Long",
+      "slide_count": 37,
+      "language": "en",
+      "topic": "Abandoned space — photo / visual essay",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            2,
+            3,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13,
+            14,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            21,
+            22,
+            23,
+            24,
+            25,
+            26,
+            27,
+            28,
+            29,
+            30,
+            31,
+            32,
+            33,
+            34,
+            35,
+            36,
+            37
+          ],
+          "count": 100
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "04_InnoCoreLLM",
+      "path": "decks/Long/04_InnoCoreLLM.pptx",
+      "size_category": "Long",
+      "slide_count": 38,
+      "language": "en",
+      "topic": "LLM 2.0 vision — world-class LLM tech & talent base",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            2,
+            3,
+            5,
+            8,
+            11,
+            12,
+            13,
+            14,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            23,
+            24,
+            25,
+            26,
+            27,
+            28,
+            31,
+            33,
+            34,
+            36
+          ],
+          "count": 188
+        },
+        "table": {
+          "slides": [
+            27
+          ],
+          "count": 4
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "05_Immunotherapy",
+      "path": "decks/Long/05_Immunotherapy.pptx",
+      "size_category": "Long",
+      "slide_count": 47,
+      "language": "en",
+      "topic": "Immunotherapy / CAR-T cell therapy (paper review)",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            2,
+            3,
+            4,
+            5,
+            6,
+            7,
+            8,
+            9,
+            10,
+            11,
+            12,
+            13,
+            14,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            21,
+            22,
+            23,
+            24,
+            25,
+            26,
+            27,
+            28,
+            29,
+            30,
+            31,
+            32,
+            33,
+            34,
+            35,
+            36,
+            37,
+            38,
+            39,
+            40,
+            41,
+            42,
+            43,
+            44,
+            45,
+            46,
+            47
+          ],
+          "count": 89
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "06_Algorithm",
+      "path": "decks/Long/06_Algorithm.pptx",
+      "size_category": "Long",
+      "slide_count": 31,
+      "language": "ko",
+      "topic": "정렬/탐색 알고리즘 강의자료",
+      "visuals": {
+        "picture": {
+          "slides": [
+            1,
+            3,
+            7,
+            9,
+            10,
+            11,
+            12,
+            13,
+            15,
+            16,
+            18,
+            19,
+            20,
+            23,
+            24,
+            25,
+            29,
+            30,
+            31
+          ],
+          "count": 49
+        },
+        "table": {
+          "slides": [],
+          "count": 0
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    },
+    {
+      "id": "07_HousingComplex",
+      "path": "decks/Long/07_HousingComplex.pptx",
+      "size_category": "Long",
+      "slide_count": 50,
+      "language": "ko",
+      "topic": "단지 계획 — 1980/2010년대 아파트 단지 비교 분석 및 리모델링",
+      "visuals": {
+        "picture": {
+          "slides": [
+            4,
+            9,
+            10,
+            11,
+            12,
+            13,
+            15,
+            16,
+            17,
+            18,
+            19,
+            20,
+            21,
+            23,
+            24,
+            25,
+            26,
+            27,
+            28,
+            29,
+            30,
+            31,
+            32,
+            33,
+            34,
+            36,
+            37,
+            38,
+            39,
+            40,
+            42,
+            43,
+            44,
+            45,
+            46,
+            50
+          ],
+          "count": 144
+        },
+        "table": {
+          "slides": [
+            15,
+            17,
+            48
+          ],
+          "count": 4
+        },
+        "chart": {
+          "slides": [],
+          "count": 0
+        }
+      }
+    }
+  ]
+}

decks/Long/01_Transformer.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bfafeab4b6d301164e5e1b4d2f071f65f77a635b7c6dd02cb87118a15aa9f184
+size 41300641

decks/Long/02_UTI.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:829605e40392a9a686a46719cae7b6e94abd872fafd44b9a162294811b63d648
+size 21738072

decks/Long/03_AbandonedSpace.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2984946766429bec515c50ae65b78ddd62d44d4a5b407dd6921559a248b3534a
+size 117874181

decks/Long/04_InnoCoreLLM.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:08d02a978031f6ad074c83bf8845ecca7699452646a6d98a28e556ca9efd77fa
+size 30590300

decks/Long/05_Immunotherapy.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6eb72b49583ca72444fbb7572dd8b8cb33ddeb462cdebb34e18f07316068e88
+size 17301135

decks/Long/06_Algorithm.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e7dae3c1a9f9362a4c30aa185fb2ad6cf8766991086c807d9e0d37b9abe6bd8
+size 48390636

decks/Long/07_HousingComplex.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e1b53179875f3a6b83503ce5a83e055a4963fda72c9adbdc113c52c087daa17
+size 347848194

decks/Medium/01_OverseasNews.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c0dc91f22b93bc66b16f6351114012f9d76b3ebf0a68ef78f3be9681d695804
+size 10429056

decks/Medium/02_SpeechAI.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92f486bab30a6812d742ef4a76f5dd8b92598326716d9be52a65498ddb820b37
+size 128278049

decks/Medium/03_DataCentricSpeech.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb5bd53f30c17705f44139a296198362278eecbc48f30c27afb75e9bca2be91c
+size 1810446

decks/Medium/04_ASR_OCR.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e87394dc514ba02cca2d721616b4402d855a9a99b50c7f77e37cc1d785d7aee
+size 270791

decks/Medium/05_MingUniAudio.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b7968112aef0efd8d8ffebf43ea75d747fe37bf60373db510f6a95675bd3b8d
+size 1113540

decks/Medium/06_SAMAudio.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d8fdfcf4fc2bedf686d34639160c249cc96910f1ca5b0a8b49599467ba072a5f
+size 10383810

decks/Medium/07_SpeechMeeting.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2600f57c883e0f61ea3039723af575f3c1382a2acb0a80a526dbf35f75d29465
+size 1703978

decks/Medium/08_TTSMeeting.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:542b8f9b051871484a995bf9a186d18ac653a21feefbec7b3bd8f626d35aa1b8
+size 1412315

decks/Medium/09_ImpactReporting.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94f48f24652bb3829de88c8a69e0347faade2736688a51c278cb67689008b450
+size 70052990

decks/Medium/10_MOSFET_HCI.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8ae688df574e63e64a2572f784be666df4b8d7b901c2e0b32af87fc4b58d0f0
+size 2374278

decks/Medium/11_FourthIndustryStartup.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a0b2803976f4902f78965a2e686208e4e745cdd829801a5f96136ca56f18bc7
+size 6818332

decks/Medium/12_AntonyAndCleopatra.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d4893b546c168c4199f71947a25536cc8f225338dc56f981d97bdaea7321a3a
+size 55093

decks/Short/01_CausalAGI.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0daee97fc3403c2934af061335c11c8de0bc5bd4370ae9dcce7bea896c099b03
+size 89764816

decks/Short/02_RemoteWorkSurvey.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0bd778c08321efdae8c493f4d7dfe5bcdeb9cd8fe32bbdbeb09f9acd79b883a3
+size 71447

decks/Short/03_ASRMathLearning.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e43c779efdd504d5e40570b1dbe2f4d31335a3cad7e96561e55fdc567540cbce
+size 609065

decks/Short/04_OmniBench.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:154e51414dfe22126efd8d13f42a5cc41854fda7c06d8460b31f21a0731553a8
+size 46898

decks/Short/05_CultureHistory.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bbffecc1f7df457a0e06869a0aa0a0b6e75d28e3f4f2c1068df2987c1d1306c9
+size 376752

decks/Short/06_NLPMeeting.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b3253dbcf733dc2f89049c45b7297e210b899ff60929c052a22edcf4740390e
+size 13697947

decks/Short/07_PINN_LSTM.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7c72a586d47fb4d0af0c5b2fc1ec73f46bd533f36cd5cfeedc7de1001848d5f
+size 537978

decks/Short/08_UKComputerEducation.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:624995d950e3e1701296fdd219ca664713d3dcfb6e8ad062dae8049e37548ec4
+size 11052291

decks/Short/09_ApexAnalytics.pptx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:010d8f4f7d1a4f9878eaded6b8d1ccec046eee773a5cc304c3fe93afe3ca9be9
+size 129974

prompts.jsonl

@@ -0,0 +1,183 @@
+{"deck_id": "01_CausalAGI", "id": "01_CausalAGI-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-04", "intent": "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.", "text": "Change every slide's title color to green."}
+{"deck_id": "01_CausalAGI", "id": "01_CausalAGI-02", "cell": "PC", "ops_per_slide": 3, "actions": ["REPLACE", "ADD"], "derived_from": "U-08", "intent": "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).", "text": "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."}
+{"deck_id": "01_CausalAGI", "id": "01_CausalAGI-03", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "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.", "text": "On slide 4, translate all Korean text into English to make the deck uniformly English. Preserve the original slide layout, fonts, and bullet structure."}
+{"deck_id": "01_CausalAGI", "id": "01_CausalAGI-04", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Calibri.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate every slide's text into Korean.", "text": "Translate every slide's text into Korean."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-02", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — anonymize the three user-interview personas.", "text": "On slide 7 (User Interviews), replace each persona's name with 'Persona A', 'Persona B', 'Persona C' respectively."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-03", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide chart-agent REPLACE (per-point colors) — color each data point with progressively darker blue.", "text": "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."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-04", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — color the four methodology step circles distinctly.", "text": "On slide 2 (Methodology), color each of the four numbered circles (01, 02, 03, 04) with a different distinct color."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-05", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_structure.chart_type) — convert the Work Mode chart type.", "text": "On slide 3 (Work Mode chart), change the chart type to a pie chart."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-06", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_axes) — add Y axis title and set a fixed range.", "text": "On slide 5 (Productivity by Age chart), set the Y axis title to 'Productivity Change (%)' and the Y axis range to -20 to 50."}
+{"deck_id": "02_RemoteWorkSurvey", "id": "02_RemoteWorkSurvey-07", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_structure.legend_position) — reposition the legend.", "text": "On slide 6 (Pain Points chart), move the legend to the bottom."}
+{"deck_id": "03_ASRMathLearning", "id": "03_ASRMathLearning-01", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-02", "intent": "Single-shape text-style change at the run level — each word gets a distinct color, requiring per-run formatting on the title textbox.", "text": "Change the title so each word is a different color."}
+{"deck_id": "03_ASRMathLearning", "id": "03_ASRMathLearning-02", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-03", "intent": "Multi-shape style change targeting all section header labels on a single slide.", "text": "Make all the section header labels (Abstract, Methodology, ...) underlined and Orange."}
+{"deck_id": "03_ASRMathLearning", "id": "03_ASRMathLearning-03", "cell": "EC", "ops_per_slide": 2, "actions": ["ADD"], "derived_from": "U-21", "intent": "Two ADDs on a single slide — corner labels.", "text": "Add a small textbox 'GTC 2025' at the top-right corner of the slide and another small textbox '★ Poster' at the top-left corner."}
+{"deck_id": "03_ASRMathLearning", "id": "03_ASRMathLearning-04", "cell": "EC", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-shape DELETE on a single slide — locate and remove every university logo (the deck has 10 pictures total; logos are a subset).", "text": "Delete all the university logos."}
+{"deck_id": "03_ASRMathLearning", "id": "03_ASRMathLearning-05", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Arial.", "text": "Change every slide's body font to Arial."}
+{"deck_id": "04_OmniBench", "id": "04_OmniBench-01", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Translate all text on the slide into English. Multi-shape REPLACE on a single slide.", "text": "Translate all text on the slide into English."}
+{"deck_id": "04_OmniBench", "id": "04_OmniBench-02", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-shape color REPLACE — recolor every gray-filled box to a brighter shade.", "text": "Change all the gray boxes on the slide to brighter colors."}
+{"deck_id": "04_OmniBench", "id": "04_OmniBench-03", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "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.", "text": "Find any typos in the slide text and fix them."}
+{"deck_id": "04_OmniBench", "id": "04_OmniBench-04", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — apply grayscale to every image on the slide (tests edit_image).", "text": "On the only slide, change every image to grayscale."}
+{"deck_id": "05_CultureHistory", "id": "05_CultureHistory-01", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-table style REPLACE — bold the header row text and apply a contrasting background color.", "text": "Change the population/area table's header row to bold white text on a dark teal background."}
+{"deck_id": "05_CultureHistory", "id": "05_CultureHistory-02", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-03", "intent": "Multi-shape style change targeting the five main section header labels.", "text": "Make the five main section header labels bold and red."}
+{"deck_id": "05_CultureHistory", "id": "05_CultureHistory-03", "cell": "ES", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-09", "intent": "Single-shape DELETE — remove the course/student-info textbox.", "text": "Delete the textbox that contains the course year and student names."}
+{"deck_id": "05_CultureHistory", "id": "05_CultureHistory-04", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent color exercise — recolor every chart on the slide with a unified palette (tests update_chart_colors).", "text": "Change the color palette of every chart on the slide to shades of teal."}
+{"deck_id": "05_CultureHistory", "id": "05_CultureHistory-05", "cell": "EC", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "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.", "text": "Add the title 'Forecast' to every chart on the slide."}
+{"deck_id": "05_CultureHistory", "id": "05_CultureHistory-06", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "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.", "text": "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."}
+{"deck_id": "06_NLPMeeting", "id": "06_NLPMeeting-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-04", "intent": "Apply a consistent title color. Slides without a title (2, 3) should be silently skipped.", "text": "Change every slide's title color to yellow."}
+{"deck_id": "06_NLPMeeting", "id": "06_NLPMeeting-02", "cell": "EC", "ops_per_slide": 3, "actions": ["REPLACE"], "derived_from": "U-03", "intent": "Three style ops on multiple shapes of slide 5 — title color, body font, and a run-level underline on the embedded URL.", "text": "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."}
+{"deck_id": "06_NLPMeeting", "id": "06_NLPMeeting-03", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE", "ADD"], "derived_from": "U-06", "intent": "Two ops on the title-bearing slides — color change + date suffix.", "text": "On slides 1, 4, and 5, change the title color to green and append ' (2025-09-26)' to the title text."}
+{"deck_id": "06_NLPMeeting", "id": "06_NLPMeeting-04", "cell": "ES", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-09", "intent": "Single-shape DELETE on a single slide.", "text": "On slide 5, delete the citation textbox."}
+{"deck_id": "06_NLPMeeting", "id": "06_NLPMeeting-05", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "Apply a uniform transition across the whole deck.", "text": "Apply a fade transition to every slide."}
+{"deck_id": "06_NLPMeeting", "id": "06_NLPMeeting-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Times New Roman.", "text": "Change every slide's body font to Times New Roman."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-04", "intent": "Reformat the chapter label across slides 3-8.", "text": "On slides 3 through 8, change the chapter label style from 'NN · TITLE' to 'Part N — Title'."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-02", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Simple multi-shape style change on the Contents page (slide 2).", "text": "On slide 2, italicize all six description items (the short lines like 'Deterministic Physics Simulator')."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-03", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE", "ADD"], "derived_from": "U-07", "intent": "Two direct ops on every chapter slide. Uses {i} for pattern-mode indexing.", "text": "For slides 3 through 8, bold the title text and append ' (slide {i})' to the subtitle."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-04", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "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).", "text": "On every slide, delete all image shapes."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-05", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-16", "intent": "Apply a uniform background across the chapter slides only. Tests SLIDE action on a subset of slides.", "text": "Set the background of slides 3 through 8 to a very light cream color."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-06", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "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).", "text": "On slide 7, replace all the number labels with Roman numerals."}
+{"deck_id": "07_PINN_LSTM", "id": "07_PINN_LSTM-07", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Calibri.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "08_UKComputerEducation", "id": "08_UKComputerEducation-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate every slide's text into English.", "text": "Translate every slide's text into English."}
+{"deck_id": "08_UKComputerEducation", "id": "08_UKComputerEducation-02", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — give each of the three category boxes a distinct color.", "text": "On slide 3, color each of the three category boxes with a different distinct color."}
+{"deck_id": "08_UKComputerEducation", "id": "08_UKComputerEducation-03", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-shape REPLACE — anonymize the presenter name on the Thank you slide.", "text": "On slide 5, replace the presenter name with 'Anonymous'."}
+{"deck_id": "08_UKComputerEducation", "id": "08_UKComputerEducation-04", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — highlight the two key statistics on slide 4.", "text": "On slide 4, increase the font size of the '4600+' and '31K' statistics by 12 points and color them red."}
+{"deck_id": "08_UKComputerEducation", "id": "08_UKComputerEducation-05", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — bold the recurring organization acronyms.", "text": "On every slide that mentions 'BCS' or 'CAS', bold every occurrence."}
+{"deck_id": "08_UKComputerEducation", "id": "08_UKComputerEducation-06", "cell": "PC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-shape layout REPLACE — make the box layout consistent across slides 2 and 3 (uniform positioning + even spacing).", "text": "On slides 2 and 3, align the box shapes to have consistent positioning and even spacing."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-01", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — bold every financial figure on the Executive Summary slide.", "text": "On slide 2 (Executive Summary), bold every dollar amount and percentage figure in the bullet list."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-03", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "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.", "text": "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."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-04", "cell": "EC", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Chart-agent ADD (update_chart_series.add) — append a new series to the line chart.", "text": "On slide 5 line chart, add a new series 'Product C' with values [50, 75, 100, 130, 165]."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-05", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_categories) — rename category labels.", "text": "On slide 6 bar chart, rename each category to its uppercase form."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-06", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_structure.chart_type) — convert chart type.", "text": "On slide 3 column chart, change the chart type to horizontal bar."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-07", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_axes.y_axis) — set Y axis range.", "text": "On slide 5 line chart, set the Y axis range to 0-300."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-08", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_structure.new_title + legend_position) — change title text and move legend.", "text": "On slide 4 pie chart, change the chart title to 'Q4 Revenue Split' and move the legend to the bottom."}
+{"deck_id": "09_ApexAnalytics", "id": "09_ApexAnalytics-09", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chart-agent REPLACE (update_chart_series.rename + update_chart_axes.title) — series rename + axis title.", "text": "On slide 5 line chart, rename 'Product A' to 'Flagship Product' and add a Y axis title '$M'."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-01", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-shape REPLACE on the title slide — agent must identify what constitutes 'privacy text' (student ID, name, email, etc.) without explicit listing.", "text": "On slide 1, replace the privacy text with 'Anonymized'."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-02", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-03", "intent": "Contents-page redesign — two distinct style ops on the multi-shape Contents page (slide 2).", "text": "On slide 2, bold the three section title items and italicize the three description sentences below them."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-03", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — sweep out all citation textboxes across the deck.", "text": "On every slide, delete any small textbox whose text starts with 'Source:'."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-04", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add page numbers across the deck using pattern-mode {i} indexing.", "text": "Add a small textbox '{i} / 30' at the bottom-right corner of every slide."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-05", "cell": "PC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "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.", "text": "Translate every Vietnamese-language passage in the deck into Korean. Leave English-only slides unchanged."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-06", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "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.", "text": "Apply a different transition to each slide so that no two consecutive slides share the same transition."}
+{"deck_id": "01_OverseasNews", "id": "01_OverseasNews-07", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Arial.", "text": "Change every slide's body font to Arial."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Translate Korean body content to English across the deck.", "text": "Translate every Korean passage in the deck into English."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-02", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — clean up the repeated single-line paper metadata across every content slide.", "text": "On every slide, delete the conference-info text line."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-03", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-shape EC — distinct color per category box on the taxonomy slide.", "text": "On slide 2, give each of the four category boxes a different distinct color."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-04", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Privacy edit — anonymize the presenter name across the deck.", "text": "Replace the presenter name in the deck with 'Anonymous'."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-05", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-03", "intent": "Two ops on the take-home message slides of each paper — bold + size bump on the body content.", "text": "On the take-home message slides of each paper, bold the body content and increase its font size by 4 points."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-06", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "Section-based varied transitions — different transition per paper section.", "text": "Apply a fade transition to slides 4 through 15 and a push transition to slides 16 through 23."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-07", "cell": "PC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-20", "intent": "Layout mirror — use slide 5 as a layout template for the Encodec paper section.", "text": "On slides 6-15, adjust each shape's position and size to match slide 5's layout."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-08", "cell": "PC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-20", "intent": "Layout mirror — use slide 16 as a layout template for the DiTTo paper section.", "text": "On slides 17-23, adjust each shape's position and size to match slide 16's layout."}
+{"deck_id": "02_SpeechAI", "id": "02_SpeechAI-09", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Times New Roman.", "text": "Change every slide's body font to Times New Roman."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — fill in the placeholder organization name that appears on every slide.", "text": "On every slide, fill in the missing university-name placeholder with 'Apple Inc.'."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — convert the page-number footer notation to Chinese (Hanja) numerals.", "text": "On every slide, change the page-number footer to use Chinese (Hanja) numerals instead of Arabic digits."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-03", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-08", "intent": "Multi-slide × multi-shape REPLACE — give the paired category boxes contrasting colors on every slide that has them.", "text": "On every slide that has a pair of category boxes, give the two boxes contrasting colors."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-04", "cell": "ES", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Single-shape ADD — slide 1 lacks a real title; supply one.", "text": "On the first slide, add a large title textbox 'Data-Centric Speech-Language Pretraining' centered near the top."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-05", "cell": "ES", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-09", "intent": "Single-shape DELETE — remove the 'Q&A' sub-label.", "text": "On the last slide, delete the 'Q&A' label."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — recolor every gray text shape across the deck to a single accent color.", "text": "On every slide, change all gray text to dark purple."}
+{"deck_id": "03_DataCentricSpeech", "id": "03_DataCentricSpeech-07", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Calibri.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "04_ASR_OCR", "id": "04_ASR_OCR-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Standardize the section-heading format across the deck — current titles have inconsistent spacing after the section number.", "text": "On every section slide, standardize the title format to 'NN. TITLE' with exactly one space after the period."}
+{"deck_id": "04_ASR_OCR", "id": "04_ASR_OCR-02", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — remove repeated paper-citation textboxes that appear on many slides.", "text": "On every slide, delete any small textbox containing a paper citation reference."}
+{"deck_id": "04_ASR_OCR", "id": "04_ASR_OCR-03", "cell": "ES", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Single-shape ADD on the title slide — supply a conference/venue tag.", "text": "On the first slide, add a small textbox 'Conference Talk' below the existing subtitle."}
+{"deck_id": "04_ASR_OCR", "id": "04_ASR_OCR-04", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Privacy edit — anonymize author names throughout the deck (title-slide author list + citations) with a placeholder name.", "text": "Replace all author names throughout the deck with 'John Doe'."}
+{"deck_id": "04_ASR_OCR", "id": "04_ASR_OCR-05", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate the deck content to Korean.", "text": "Translate all slides into Korean."}
+{"deck_id": "04_ASR_OCR", "id": "04_ASR_OCR-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Arial.", "text": "Change every slide's body font to Arial."}
+{"deck_id": "05_MingUniAudio", "id": "05_MingUniAudio-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Section-colored titles — different title color per paper section, tests value-varied PS dispatch.", "text": "For slides 4 through 12, change the title color to crimson. For slides 13 through 21, change the title color to emerald."}
+{"deck_id": "05_MingUniAudio", "id": "05_MingUniAudio-02", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — remove the unfilled placeholder shape from every slide (inverse approach to filling it in).", "text": "On every slide, delete the unfilled '[Name of University]' placeholder."}
+{"deck_id": "05_MingUniAudio", "id": "05_MingUniAudio-03", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — emphasize the deck's central technical term across the deck via bold.", "text": "On every slide that mentions 'MingTok-Audio', bold every occurrence of the term."}
+{"deck_id": "05_MingUniAudio", "id": "05_MingUniAudio-04", "cell": "ES", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Single-shape ADD — supply a real title to the empty title slide.", "text": "On the first slide, add a large title textbox 'MingTok-Audio: Unified Audio Tokenizer' centered near the top."}
+{"deck_id": "05_MingUniAudio", "id": "05_MingUniAudio-05", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "Section-based varied transitions — different transition per paper section.", "text": "Apply a fade transition to slides 4 through 12 and a wipe transition to slides 13 through 21."}
+{"deck_id": "05_MingUniAudio", "id": "05_MingUniAudio-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Times New Roman.", "text": "Change every slide's body font to Times New Roman."}
+{"deck_id": "06_SAMAudio", "id": "06_SAMAudio-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate scattered Korean text to English for language uniformity.", "text": "Translate every Korean passage in the deck into English."}
+{"deck_id": "06_SAMAudio", "id": "06_SAMAudio-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Reformat the page-number footer style across the deck (from 'NN / total' to 'Page NN').", "text": "On every slide, change the page-number footer from the 'NN / 21' format to 'Page NN'."}
+{"deck_id": "06_SAMAudio", "id": "06_SAMAudio-03", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-shape EC — give each of the four prompt-modality cards a distinct color.", "text": "On slide 4, give each of the four prompt-modality cards a distinct color."}
+{"deck_id": "06_SAMAudio", "id": "06_SAMAudio-04", "cell": "ES", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-09", "intent": "Single-shape DELETE — remove the URL textbox on the demo slide.", "text": "On slide 2, delete the URL textbox."}
+{"deck_id": "06_SAMAudio", "id": "06_SAMAudio-05", "cell": "ES", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Single-shape ADD — supply a real title to the empty title slide.", "text": "On the first slide, add a large title textbox 'SAM Audio: Multi-Modal Audio Separation' centered near the top."}
+{"deck_id": "06_SAMAudio", "id": "06_SAMAudio-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Calibri.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Section-colored titles — distinct color per section group, tests value-varied PS dispatch across 4 groups.", "text": "Color the slide titles by section: slides 3-6 burgundy, slides 7-9 forest green, slides 10-12 plum, slides 13-15 olive."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-02", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — sweep URL reference textboxes from every slide.", "text": "On every slide, delete any small URL-link textbox."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-03", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "Section-based varied transitions — different transition per section group.", "text": "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."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-04", "cell": "ES", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Single-shape ADD — add a meeting tag textbox to the title slide.", "text": "On the first slide, add a small textbox 'NLP Group Meeting' below the name."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-05", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Semantic emphasis — multi-slide REPLACE that requires the agent to identify and bold the important parts of body text on each content-bearing slide.", "text": "On every slide that has body content, bold the important parts."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-06", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE", "ADD"], "derived_from": "U-03", "intent": "Single-slide multi-shape EC — restructure the index page with bold items + numbered prefixes.", "text": "On slide 2, bold each topic item and prepend a numbered prefix ('1.', '2.', etc.)."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-07", "cell": "PC", "ops_per_slide": 1, "actions": ["DELETE", "REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide PC combining DELETE (slide 1's page number) and REPLACE (renumber slides 2-16) — tests cross-slide page-number reassignment.", "text": "Delete the page number from slide 1, and renumber the rest so slide 2 becomes page 1, slide 3 page 2, and so on."}
+{"deck_id": "07_SpeechMeeting", "id": "07_SpeechMeeting-08", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Arial.", "text": "Change every slide's body font to Arial."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Section-colored titles per experiment group.", "text": "Color the slide titles by experiment: slides 5-8 teal, slides 9-10 coral, slides 11-12 amber."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-02", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Single-shape REPLACE — translate the French sample text on slide 13 to English.", "text": "On slide 13, translate the French text to English."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-03", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add date footer to every slide via pattern-mode dispatch.", "text": "Add a small textbox '2025-09-18' at the bottom-right corner of every slide."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-04", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-shape EC on the codec architecture diagram — color each component label distinctly.", "text": "On slide 7, color each component label in the codec architecture diagram with a distinct color."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-05", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — remove empty textbox/placeholder shapes across the deck.", "text": "On every slide, delete any empty textbox or empty placeholder shape."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-06", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "Section-based varied transitions per experiment group.", "text": "Apply a fade transition to slides 5-8 (Codec), a wipe transition to slides 9-10 (TTS), and a push transition to slides 11-12 (Length predictor)."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-07", "cell": "EC", "ops_per_slide": 3, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide EC with 3 distinct format ops on a single run — emphasize the model name with bold + italic + underline.", "text": "On slide 13, bold, italicize, and underline the model name."}
+{"deck_id": "08_TTSMeeting", "id": "08_TTSMeeting-08", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Times New Roman.", "text": "Change every slide's body font to Times New Roman."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — recolor the small section-number badges (the '01', '02', …, '14' labels) on each section's slides.", "text": "On every slide that has a small section-number badge, change the badge color to gold."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Conditional multi-slide REPLACE — sweep all personal/privacy information across the deck (team name + author lists appear on slides 1 and 22) with anonymous placeholders.", "text": "On every slide that contains personal information (team name, author names, etc.), replace the personal information with anonymous placeholders ('Team Anonymous', 'Author A', 'Author B', and so on)."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-03", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "deck-specific", "intent": "Slide-level DELETE — remove every appendix slide. Agent detects these by title-text match (each appendix slide's first shape contains 'Appendix.').", "text": "Delete every slide whose title is 'Appendix.'."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-04", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-shape EC on the roadmap slide — color-code the three timeline markers distinctly.", "text": "On slide 20, color the 'today' marker red, the 'short term' marker orange, and the 'mid to long term' marker green."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-05", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide table-agent REPLACE — bold the header row of each table.", "text": "On slides 29 and 30, bold the first row of each table."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-06", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide EC table-agent REPLACE — apply zebra-stripe row background to the table.", "text": "On slide 30, apply alternating row background colors (zebra stripes) to the table — odd rows light gray, even rows white."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-07", "cell": "EC", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Single-slide EC table-agent ADD — add a new column to the table.", "text": "On slide 29, add a new column at the right end of the table with the header 'Status'."}
+{"deck_id": "09_ImpactReporting", "id": "09_ImpactReporting-08", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Calibri.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "10_MOSFET_HCI", "id": "10_MOSFET_HCI-01", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Single-slide multi-shape REPLACE — translate text and image-embedded text on slide 3 into French.", "text": "On slide 3, translate all text into French. For any images on this slide, also translate the text inside the images into French."}
+{"deck_id": "10_MOSFET_HCI", "id": "10_MOSFET_HCI-02", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-shape REPLACE — replace the two author names with a named placeholder and a tilde placeholder.", "text": "On the first slide, replace the author names with 'John Doe' and '~'."}
+{"deck_id": "10_MOSFET_HCI", "id": "10_MOSFET_HCI-03", "cell": "ES", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-09", "intent": "Single-shape DELETE — remove the references list on the last slide.", "text": "On slide 12, delete the references list."}
+{"deck_id": "10_MOSFET_HCI", "id": "10_MOSFET_HCI-04", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-08", "intent": "Single-slide multi-shape EC — text-color contrast between the ideal and deteriorated device labels on slide 5.", "text": "On slide 5, change the text color of the 'ideal initial device' textbox to blue and the text color of the 'Deteriorated device current' textbox to red."}
+{"deck_id": "10_MOSFET_HCI", "id": "10_MOSFET_HCI-05", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Arial.", "text": "Change every slide's body font to Arial."}
+{"deck_id": "11_FourthIndustryStartup", "id": "11_FourthIndustryStartup-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate every slide's text into English.", "text": "Translate every slide's text into English."}
+{"deck_id": "11_FourthIndustryStartup", "id": "11_FourthIndustryStartup-02", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — anonymize the team identifier and the author list on the title slide.", "text": "On the first slide, replace the team identifier with 'Team Anonymous' and the author names with 'Author A, Author B, Author C'."}
+{"deck_id": "11_FourthIndustryStartup", "id": "11_FourthIndustryStartup-03", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — give each of the four category labels a distinct color.", "text": "On slide 3, color each of the four category labels with a different distinct color."}
+{"deck_id": "11_FourthIndustryStartup", "id": "11_FourthIndustryStartup-04", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-shape REPLACE — emphasize metaverse-related vocabulary wherever it appears.", "text": "On every slide that mentions a metaverse-related term (메타버스, VR, AR, 가상현실), bold every occurrence and color them yellow."}
+{"deck_id": "11_FourthIndustryStartup", "id": "11_FourthIndustryStartup-05", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — bold the important parts of slide 14's body.", "text": "On slide 14, bold the important parts of the body content."}
+{"deck_id": "11_FourthIndustryStartup", "id": "11_FourthIndustryStartup-06", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-shape image REPLACE — swap the image on slide 5 for a different one.", "text": "On slide 5, replace the image with a different image."}
+{"deck_id": "12_AntonyAndCleopatra", "id": "12_AntonyAndCleopatra-01", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE with semantic compression — replace the dialogue body on Scene 1 slides with a concise summary of the scene content on each slide.", "text": "On slides 3, 4, and 5, replace the body text with a 2-3 sentence summary of the scene content on that slide."}
+{"deck_id": "12_AntonyAndCleopatra", "id": "12_AntonyAndCleopatra-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — emphasize stage directions across every dialogue slide by enlarging their font size.", "text": "On every dialogue slide, increase the font size of all stage directions (lines starting with 'Enter', 'Exit', or describing characters' actions) by 4 points."}
+{"deck_id": "12_AntonyAndCleopatra", "id": "12_AntonyAndCleopatra-03", "cell": "PC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-shape REPLACE — color the main characters' speaker names according to a fixed mapping; leave minor characters unchanged.", "text": "On every dialogue slide, color these main-character speaker names: ANTONY red, CLEOPATRA purple, ENOBARBUS forest green. Leave other speaker names unchanged."}
+{"deck_id": "12_AntonyAndCleopatra", "id": "12_AntonyAndCleopatra-04", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-16", "intent": "Scene-based slide background — distinct background per scene block.", "text": "Apply a pale yellow background to slides 2-5 (Scene 1), pale blue to slides 6-12 (Scene 2), and pale green to slides 13-15 (Scene 3)."}
+{"deck_id": "12_AntonyAndCleopatra", "id": "12_AntonyAndCleopatra-05", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Multi-slide ADD — add a scene-navigation footer textbox.", "text": "Add a small textbox at the bottom-left of every slide showing the current scene ('Scene 1', 'Scene 2', or 'Scene 3' based on the slide's position)."}
+{"deck_id": "01_Transformer", "id": "01_Transformer-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Translate the entire Korean lecture deck to English.", "text": "Translate every Korean passage in the deck into English."}
+{"deck_id": "01_Transformer", "id": "01_Transformer-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Chapter-colored titles using common colors.", "text": "Color the slide titles by chapter: slides 1-19 red, slides 20-34 blue, slides 35-49 green."}
+{"deck_id": "01_Transformer", "id": "01_Transformer-03", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-shape REPLACE — bold and color the central technical terms wherever they appear.", "text": "On every slide that mentions a Transformer-related technical term (such as 'Self-Attention', 'Multi-Head Attention', or 'Transformer'), bold every occurrence of these terms and change their text color to dark red."}
+{"deck_id": "01_Transformer", "id": "01_Transformer-04", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add page numbers as a fraction across the deck — the agent must determine the total slide count itself, then format each slide's number as 'current/total'.", "text": "Add a small textbox at the bottom-right corner of every slide showing the page number as a fraction (current/total)."}
+{"deck_id": "01_Transformer", "id": "01_Transformer-05", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-13", "intent": "Chapter-based varied transitions across the lecture deck.", "text": "Apply a fade transition to slides 1-19, a wipe transition to slides 20-34, and a push transition to slides 35-49."}
+{"deck_id": "01_Transformer", "id": "01_Transformer-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide table-agent REPLACE — bold the header row of every table in the deck.", "text": "On every slide that contains a table, bold the first row of the table."}
+{"deck_id": "02_UTI", "id": "02_UTI-01", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE with image-translation extension on specific slides — translate text everywhere; on slides 2 and 4, also translate text embedded inside images.", "text": "Translate every slide's text into Korean. For slides 2 and 4, also translate the text inside the images to Korean."}
+{"deck_id": "02_UTI", "id": "02_UTI-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — capitalize the 'purpose' header wherever it appears.", "text": "On every slide that has a 'purpose' header, change it to the capitalized form 'Purpose'."}
+{"deck_id": "02_UTI", "id": "02_UTI-03", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add page numbers as a fraction across the deck.", "text": "Add a small textbox at the bottom-right corner of every slide showing the page number as a fraction (current/total)."}
+{"deck_id": "02_UTI", "id": "02_UTI-04", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide table-agent REPLACE — bold the header row of the table on slide 15.", "text": "On slide 15's table, bold the header row."}
+{"deck_id": "02_UTI", "id": "02_UTI-05", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide table-agent REPLACE — uppercase any cell text that doesn't already start with uppercase.", "text": "In slide 15's table, for any cell whose text doesn't start with an uppercase letter, convert all the text in that cell to uppercase."}
+{"deck_id": "02_UTI", "id": "02_UTI-06", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-op REPLACE — semantic emphasis on body content across the deck (bold + underline important parts).", "text": "On every slide that has body content, bold and underline the important parts."}
+{"deck_id": "02_UTI", "id": "02_UTI-07", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-op REPLACE — color-code each Discussion subsection (1-7) and bold the title.", "text": "On every Discussion subsection slide (slides 31-42), bold the title and color it by subsection number: 1 red, 2 orange, 3 yellow, 4 green, 5 blue, 6 purple, 7 gray."}
+{"deck_id": "02_UTI", "id": "02_UTI-08", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide table-agent REPLACE — merge horizontally adjacent cells that contain identical text (layout consolidation).", "text": "On slide 15's table, merge any horizontally adjacent cells that contain identical text."}
+{"deck_id": "02_UTI", "id": "02_UTI-09", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide REPLACE — reduce figure sizes across a specific slide range.", "text": "On slides 5-8, reduce every figure's size by 30%."}
+{"deck_id": "02_UTI", "id": "02_UTI-10", "cell": "ES", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-shape REPLACE — generate a summary of the body content and replace the original body with the summary (semantic content compression).", "text": "On slide 8, summarize the body content and replace the original body with the summary."}
+{"deck_id": "02_UTI", "id": "02_UTI-11", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Times New Roman.", "text": "Change every slide's body font to Times New Roman."}
+{"deck_id": "03_AbandonedSpace", "id": "03_AbandonedSpace-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate the deck content into Japanese.", "text": "Translate all text in the deck into Japanese."}
+{"deck_id": "03_AbandonedSpace", "id": "03_AbandonedSpace-02", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add page numbers as a fraction across the deck.", "text": "Add a small textbox at the bottom-right corner of every slide showing the page number as a fraction (current/total)."}
+{"deck_id": "03_AbandonedSpace", "id": "03_AbandonedSpace-03", "cell": "PC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-20", "intent": "Layout unification across the reuse-idea slides — use slide 27 as a template and align titles + photo placements + sizes to match across slides 27-33.", "text": "On slides 27 through 33, adjust the title placement, the photo placement, and their sizes so the layout of each slide matches slide 27's layout."}
+{"deck_id": "03_AbandonedSpace", "id": "03_AbandonedSpace-04", "cell": "PS", "ops_per_slide": 1, "actions": ["SLIDE"], "derived_from": "U-16", "intent": "Section-based backgrounds across the deck.", "text": "Set the background of slides 1-24 (observation section) to white, and slides 25-37 (HOW TO REUSE section) to pale yellow."}
+{"deck_id": "03_AbandonedSpace", "id": "03_AbandonedSpace-05", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — sweep university campus map images from every slide.", "text": "On every slide, delete any university campus map image."}
+{"deck_id": "03_AbandonedSpace", "id": "03_AbandonedSpace-06", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Calibri.", "text": "Change every slide's body font to Calibri."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate the deck content into Korean.", "text": "Translate all text in the deck into Korean."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-02", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "deck-specific", "intent": "Multi-slide ADD — prepend a star marker to titles on a specific slide range.", "text": "On slides 11 through 20, prepend '★ ' to the title."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-03", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape table-agent REPLACE — italicize every institution name and underline every school name across the tables on slide 27.", "text": "On slide 27's tables, italicize every institution name and underline every school name."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-04", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add Hanja page numbers as a fraction across the deck — agent must determine total slide count and render in Chinese numerals.", "text": "Add a small textbox at the bottom-right corner of every slide showing the page number as a fraction (current/total), using Hanja (Chinese) numerals instead of Arabic digits."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-05", "cell": "EC", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Single-slide multi-shape DELETE — remove every university logo image from slide 2.", "text": "On slide 2, delete all the university logos."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-06", "cell": "EC", "ops_per_slide": 4, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape table-agent REPLACE — emphasize the highest-value numeric cells in the tables on slide 27 with four combined format changes.", "text": "On slide 27's tables, find the cells containing the highest numeric values and emphasize them by increasing the font size by 2, bolding, underlining, and changing the text color to a contrasting accent color."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-07", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide layout REPLACE — vertically align Detailed Tasks 1 through 5 on slide 10.", "text": "On slide 10, vertically align Detailed Tasks 1 through 5."}
+{"deck_id": "04_InnoCoreLLM", "id": "04_InnoCoreLLM-08", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Arial.", "text": "Change every slide's body font to Arial."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-01", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE with image-translation extension — translate text and image-embedded text on a specific slide range.", "text": "On slides 4-6, translate all text into Chinese. For any images on these slides, also translate the text inside the images to Chinese."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-02", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide multi-shape REPLACE — colorize each numbered item on the Conclusion slide in a distinct rainbow color.", "text": "On the second slide, change each number's color to a different color in rainbow order."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-03", "cell": "EC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "U-03", "intent": "Single-slide multi-op EC — emphasize the Conclusion slide that sits unusually early in the deck.", "text": "On slide 2 (Conclusion), bold the title and increase its font size by 8 points."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-04", "cell": "PC", "ops_per_slide": 3, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-op REPLACE — unify styling on the repeated Microsystem Application slides with underline + italic + orange.", "text": "On every Microsystem Application slide (12, 16, 17, 18), underline the title, italicize it, and change its color to orange."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-05", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-op REPLACE — unify title size with a reference slide and translate body to Spanish.", "text": "On slides 44 through 46, change the title font size to match slide 28's title font size, and translate the body content into Spanish."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-06", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide layout REPLACE — evenly space the bullet-point items on slide 17 (tests distribute_shapes).", "text": "On slide 17, evenly space the bullet-point items."}
+{"deck_id": "05_Immunotherapy", "id": "05_Immunotherapy-07", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-22", "intent": "Multi-slide REPLACE — change body font across the deck to Times New Roman.", "text": "Change every slide's body font to Times New Roman."}
+{"deck_id": "06_Algorithm", "id": "06_Algorithm-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate every slide's text into English.", "text": "Translate every slide's text into English."}
+{"deck_id": "06_Algorithm", "id": "06_Algorithm-02", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Conditional multi-slide REPLACE — color the chapter-number label only on slides whose title carries a numbered chapter label.", "text": "On every slide, check the title for a numbered chapter label. If the title has a numbered chapter label, color the label by chapter: 00 gray, 01 red, 02 blue, 03 green, 04 purple."}
+{"deck_id": "06_Algorithm", "id": "06_Algorithm-03", "cell": "PS", "ops_per_slide": 1, "actions": ["ADD"], "derived_from": "U-21", "intent": "Add page numbers as a fraction across the deck.", "text": "Add a small textbox at the bottom-right corner of every slide showing the page number as a fraction (current/total)."}
+{"deck_id": "06_Algorithm", "id": "06_Algorithm-04", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-op REPLACE — emphasize the sorting algorithm names wherever they appear.", "text": "On every slide that mentions a sorting algorithm name (버블 정렬, 선택 정렬), bold and underline these names."}
+{"deck_id": "06_Algorithm", "id": "06_Algorithm-05", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — sweep textboxes containing personal information across the deck.", "text": "On every slide, delete any textbox containing personal information such as department name, student ID, or name."}
+{"deck_id": "07_HousingComplex", "id": "07_HousingComplex-01", "cell": "PS", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "U-01", "intent": "Multi-slide REPLACE — translate every slide's text into English.", "text": "Translate every slide's text into English."}
+{"deck_id": "07_HousingComplex", "id": "07_HousingComplex-02", "cell": "PC", "ops_per_slide": 2, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Multi-slide × multi-op REPLACE — emphasize the two apartment-complex names wherever they appear.", "text": "On every slide that mentions a complex name (수영동현대아파트, 부산더샵센텀아파트), bold and underline these names."}
+{"deck_id": "07_HousingComplex", "id": "07_HousingComplex-03", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide table-agent REPLACE — apply a different text color to each column in the table.", "text": "On slide 15's table, apply a different text color to each column."}
+{"deck_id": "07_HousingComplex", "id": "07_HousingComplex-04", "cell": "PS", "ops_per_slide": 1, "actions": ["DELETE"], "derived_from": "U-10", "intent": "Multi-slide DELETE — remove the building layout (map) photos from a specific range of slides.", "text": "On slides 43-46, delete the building layout map images."}
+{"deck_id": "07_HousingComplex", "id": "07_HousingComplex-05", "cell": "EC", "ops_per_slide": 1, "actions": ["REPLACE"], "derived_from": "deck-specific", "intent": "Single-slide table-agent REPLACE — substitute a character throughout the table.", "text": "On slide 48's table, replace every 'v' character with 'O'."}

taxonomy.json

@@ -0,0 +1,172 @@
+{
+  "cell_definitions": {
+    "ES": "Explicit-Simple: 1 slide × 1 target shape",
+    "EC": "Explicit-Compound: 1 slide × multiple target shapes (or multiple ops)",
+    "PS": "Pattern-Simple: ≥2 slides × 1 target shape per slide",
+    "PC": "Pattern-Compound: ≥2 slides × multiple target shapes per slide (or multiple ops per slide)"
+  },
+  "action_definitions": {
+    "ADD": "In-slide content insertion (new shape, prepend/append text, new paragraph, new table row)",
+    "DELETE": "In-slide content removal (delete shape, drop text, remove paragraph/row)",
+    "REPLACE": "In-slide content substitution (rewrite text, change color/font/size, swap value)",
+    "SLIDE": "Slide-wise operation (add/delete/duplicate a slide, set slide transition, set slide background)"
+  },
+  "templates": [
+    {
+      "id": "U-01",
+      "name": "translate-to-English",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "REPLACE"
+      ],
+      "intent": "Translate every slide's text content into English. Pure REPLACE at the text level applied across all slides.",
+      "text": "Translate all text in slide into English."
+    },
+    {
+      "id": "U-02",
+      "name": "ES-title-color-slide1",
+      "cell": "ES",
+      "ops_per_slide": 1,
+      "actions": [
+        "REPLACE"
+      ],
+      "intent": "Baseline ES sanity check — single shape (title) on a single slide. Pairs with U-04 (same op, multi-slide scope).",
+      "text": "Change the title color of slide 1 to blue."
+    },
+    {
+      "id": "U-03",
+      "name": "EC-multi-format-last-slide",
+      "cell": "EC",
+      "ops_per_slide": 3,
+      "actions": [
+        "REPLACE",
+        "ADD"
+      ],
+      "intent": "Three heterogeneous ops on multiple shapes of one slide (title + body). Tests in-slide decomposition.",
+      "text": "On the last slide, change the title color to blue, change the body font to Calibri, and prepend 'Summary: ' to the first line of the body."
+    },
+    {
+      "id": "U-04",
+      "name": "PS-titles-color",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "REPLACE"
+      ],
+      "intent": "Apply a single style change to one shape (title) across every slide. Pairs with U-02 for ES↔PS scope comparison.",
+      "text": "Change the title color of every slide to blue."
+    },
+    {
+      "id": "U-06",
+      "name": "PC-translate-and-summarize",
+      "cell": "PC",
+      "ops_per_slide": 3,
+      "actions": [
+        "REPLACE",
+        "ADD"
+      ],
+      "intent": "Pattern-Compound mixing one REPLACE (translate title) with two ADDs (summary + takeaway). Hits multiple shapes per slide across the whole deck.",
+      "text": "Translate the title of every slide into English, add a one-line summary of the key idea at the top of the body, and add a one-line key takeaway at the bottom of the body."
+    },
+    {
+      "id": "U-07",
+      "name": "PC-chapter-template",
+      "cell": "PC",
+      "ops_per_slide": 3,
+      "actions": [
+        "ADD"
+      ],
+      "intent": "Pure-ADD pattern with {i} indexing across all slides. Direct test of the planner's pattern mode (explicit fallback would 3x token cost).",
+      "text": "Prepend '[{i}] ' to each slide's title, prepend 'Section {i}: ' to the first line of the body, and append '— Slide {i}' to the end of the body."
+    },
+    {
+      "id": "U-08",
+      "name": "PC-translate-and-font",
+      "cell": "PC",
+      "ops_per_slide": 3,
+      "actions": [
+        "REPLACE"
+      ],
+      "intent": "Pattern-Compound with three REPLACE ops touching different attributes (text content + body font + title color). Tests cross-shape coordination.",
+      "text": "Translate every slide's title into English, change every slide's body font to Calibri, and change every slide's title color to blue."
+    },
+    {
+      "id": "U-09",
+      "name": "ES-delete-shape-slide1",
+      "cell": "ES",
+      "ops_per_slide": 1,
+      "actions": [
+        "DELETE"
+      ],
+      "intent": "Baseline DELETE sanity — locate and remove a single shape on one slide. Pairs with U-02 (same scope, opposite action).",
+      "text": "On slide 1, delete the largest non-title shape."
+    },
+    {
+      "id": "U-10",
+      "name": "PS-delete-recurring",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "DELETE"
+      ],
+      "intent": "Multi-slide DELETE — remove one shape per slide. Tests planner's per-slide locate + delete; safely no-ops on slides where no match exists.",
+      "text": "On every slide, delete any empty text shape (a shape whose text frame contains no visible characters)."
+    },
+    {
+      "id": "U-13",
+      "name": "PS-slide-transition",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "SLIDE"
+      ],
+      "intent": "Apply a single transition effect to every slide. Tests slide-agent routing and a tool with historical PpEntryEffect enum bugs. NOTE: parser does not capture transition state, so the agent's result is not currently verifiable post-hoc — vision validator also cannot see transitions on static screenshots.",
+      "text": "Apply a fade transition to every slide."
+    },
+    {
+      "id": "U-16",
+      "name": "PS-slide-background",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "SLIDE"
+      ],
+      "intent": "Set a uniform background fill across every slide. Tests set_slide_background plus color-name resolution (no hex).",
+      "text": "Set the background of every slide to light gray."
+    },
+    {
+      "id": "U-20",
+      "name": "PS-mirror-each-from-template",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "REPLACE"
+      ],
+      "intent": "Use slide 1 as a layout template — for every subsequent slide, adjust shape positions to match slide 1's layout. Multi-slide variant of U-19, stronger pattern-mode + cross-slide reference test.",
+      "text": "Using slide 1 as a layout template, for every subsequent slide adjust the positions and sizes of its shapes to match the corresponding shapes on slide 1."
+    },
+    {
+      "id": "U-21",
+      "name": "PS-add-page-number",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "ADD"
+      ],
+      "intent": "Add a slide-number indicator to every slide via a per-slide textbox. Uses {i} for pattern-mode indexing. In-slide ADD (creates a new shape) rather than toggling slide-footer metadata.",
+      "text": "Add a small textbox showing the slide number '{i}' at the bottom-right corner of every slide."
+    },
+    {
+      "id": "U-22",
+      "name": "PS-body-font-change",
+      "cell": "PS",
+      "ops_per_slide": 1,
+      "actions": [
+        "REPLACE"
+      ],
+      "intent": "Multi-slide REPLACE — change body font across the deck for visual unification.",
+      "text": "Change every slide's body font to Calibri."
+    }
+  ]
+}