Re-release: asymmetric bbox rule, invoice section, icon targets, refreshed data

README.md

@@ -43,7 +43,7 @@ The suite has three subsets:
 | Subset | Examples | What it tests |
 | --- | ---: | --- |
 | `pointerbench-sheets` | 500 | Spreadsheet cells, colors, headers, edges, corners, and relative positions |
-| `pointerbench-text` | 500 | Words, characters, punctuation, caret positions, chrome text, and text bounding boxes |
+| `pointerbench-text` | 500 | Words, characters, punctuation, caret positions, chrome text, text bounding boxes, and invoice fields |
 | `pointerbench-pro` | 500 | Icons, text, and mixed GUI targets across 100 professional applications |
 
 All images are synthetic 1024x768 PNG screenshots. The datasets contain no
@@ -96,8 +96,11 @@ Each metadata row includes:
 ```
 
 Point tasks are correct when the predicted point lands inside the target bbox.
-Bbox tasks, used in Pointerbench-Text, are correct when the predicted bbox
-reaches the configured IoU threshold.
+Bbox tasks, used in Pointerbench-Text, use an asymmetric overlap rule: a hit
+requires the ground truth to be almost fully covered (coverage >= 0.90) and the
+prediction to stay reasonably tight around it (precision >= 0.70). This
+penalises predictions that cut off part of the target far more than predictions
+that wrap it with some margin.
 
 ## Evaluation
 

pointerbench-pro/README.md

@@ -32,13 +32,14 @@ quota.
 
   | element_type | count | example instruction              |
   | ------------ | ----- | -------------------------------- |
-  | `icon`       | 190   | *Find a packet.*                 |
+  | `icon`       | 190   | *Select the icon that performs this action: Find a packet.* |
   | `other`      | 156   | *Select the red-coat clip.*      |
   | `text`       | 154   | *Switch to Home.*                |
 
 - Multiple platforms (Windows, macOS, Linux, plus a few embedded/mobile).
 - Functional intent prompts (not literal element names), matching the
-  ScreenSpot-Pro task style.
+  ScreenSpot-Pro task style. Icon rows explicitly ask for the icon itself so
+  nearby text labels are not valid substitutes.
 
 ## Schema
 
@@ -46,20 +47,20 @@ Each line of `data/test/metadata.jsonl` (HuggingFace `imagefolder` layout):
 
 ```json
 {
-  "file_name": "0000.png",
-  "id": "pbp_0000",
-  "instruction": "Begin a performance recording.",
-  "bbox": [596, 376, 681, 395],
-  "point": [638, 385],
+  "file_name": "0005.png",
+  "id": "pbp_0005",
+  "instruction": "Select the icon that performs this action: Find a packet.",
+  "bbox": [194, 47, 214, 70],
+  "point": [204, 58],
   "answer_type": "point",
-  "eval": {"type": "point_in_bbox", "bbox": [596, 376, 681, 395]},
+  "eval": {"type": "point_in_bbox", "bbox": [194, 47, 214, 70]},
   "data_type": "icon",
   "element_type": "icon",
-  "app": "Google Chrome DevTools",
-  "app_slug": "chrome_devtools",
+  "app": "Wireshark",
+  "app_slug": "wireshark",
   "app_category": "development",
-  "platform": "Windows 11 / Chrome",
-  "source_id": "images_chrome_devtools_02_el8",
+  "platform": "Windows 10",
+  "source_id": "images_wireshark_02_el4",
   "source_file": "clicks_icons_pro_3k.ndjson",
   "image_size": [1024, 768]
 }
@@ -82,11 +83,11 @@ A machine-readable coverage summary (counts per app, category, platform) is in
 
 ### Load the data
 
-Via HuggingFace `datasets` (after the set is pushed to the Hub):
+Via HuggingFace `datasets`:
 
 ```python
 from datasets import load_dataset
-ds = load_dataset("YOUR_ORG/pointerbench-pro", split="test")
+ds = load_dataset("WarmwindOS/pointerbench", data_dir="pointerbench-pro", split="test")
 ex = ds[0]
 ex["image"]        # PIL.Image, 1024x768
 ex["instruction"]  # "Begin a performance recording."
@@ -189,7 +190,7 @@ excluded from any training set built from the same generator. See
   title  = {Pointerbench-Pro: A GUI Grounding Benchmark for Professional Software},
   author = {Pointerbench-Pro contributors},
   year   = {2026},
-  url    = {https://github.com/YOUR_ORG/pointerbench-pro}
+  url    = {https://github.com/warmwindOS/pointerbench}
 }
 ```
 

pointerbench-pro/REPRODUCE.md

@@ -13,6 +13,9 @@ python3 build_progui.py --n 500 --seed 90311 --out /path/to/pointerbench-pro
   (`clicks_dreamed_gui_intent.ndjson`).
 - Targets are labeled as `icon`, `text`, or `other` for analysis, but the public
   set does not force a fixed icon/text ratio.
+- Icon-target instructions are rewritten with varied wrappers that explicitly
+  ask for the icon itself, unless the original instruction already says "icon".
+  This prevents nearby text labels from becoming plausible click targets.
 - Candidates are balanced across applications by round-robin selection with a
   fixed seed, then shuffled. The current 500-example set contains 190 icon, 154
   text, and 156 other targets across 100 applications.

pointerbench-sheets/README.md

@@ -84,11 +84,11 @@ Each line of `data/test/metadata.jsonl` (HuggingFace `imagefolder` layout):
 
 ### Load the data
 
-Via 🤗 `datasets` (after the set is pushed to the Hub):
+Via 🤗 `datasets`:
 
 ```python
 from datasets import load_dataset
-ds = load_dataset("YOUR_ORG/pointerbench-sheets", split="test")
+ds = load_dataset("WarmwindOS/pointerbench", data_dir="pointerbench-sheets", split="test")
 ex = ds[0]
 ex["image"]        # PIL.Image, 1024x768
 ex["instruction"]  # "Click cell E33."
@@ -166,7 +166,7 @@ Examples are rendered programmatically (pure PIL, no browser, no real files),
 so every ground-truth box is pixel-exact. The set is **held out**: it is built
 with a generation seed disjoint from any training data, so no benchmark sheet is
 reused for training. The generator and the exact build command live in the
-[source repo](https://github.com/YOUR_ORG/YOUR_GENERATOR_REPO); see
+[source repo](https://github.com/warmwindOS/pointerbench); see
 [`REPRODUCE.md`](REPRODUCE.md).
 
 ## Limitations
@@ -184,7 +184,7 @@ reused for training. The generator and the exact build command live in the
   title  = {Pointerbench-Sheets: A GUI Grounding Benchmark for Spreadsheets},
   author = {Pointerbench-Sheets contributors},
   year   = {2026},
-  url    = {https://github.com/YOUR_ORG/pointerbench-sheets}
+  url    = {https://github.com/warmwindOS/pointerbench}
 }
 ```