Anonymize for double-blind submission

README.md

@@ -29,8 +29,6 @@ configs:
 
 **MobileDev-Bench** is a benchmark of **407 verified real-world issue-resolution tasks** collected from 19 production mobile app repositories spanning Android Native (Java/Kotlin), React Native (TypeScript), and Flutter (Dart). It evaluates the ability of large language models to resolve authentic developer-reported issues in mobile applications through execution-based validation.
 
->**GitHub:** [mobiledev-bench](https://github.com/MobileDev-Bench/mobiledev-bench) *(evaluation harness, scripts, docker images)*
-
 ---
 
 ## 📊 Key Facts
@@ -47,32 +45,18 @@ configs:
 | **Multi-artifact fixes** | 41% of instances |
 | **Human verified** | ✅ All instances manually verified |
 
-<!-- ---
-
-## Leaderboard
-
-Resolution rate = resolved / evaluated instances (higher is better). Both **Agentless** and **Oracle** settings are reported; the Oracle setting provides ground-truth file context to the model.
-
-| Model | Agentless (%) | Oracle (%) |
-|---|---|---|
-| Claude Sonnet 4.5 | **4.15** | **6.07** |
-| Qwen3 Coder | 4.28 | 2.52 |
-| GPT 5.2 | 3.90 | 5.19 |
-| Gemini 2.5 Flash | 4.16 | 1.94 |
-
-Resolution rates drop sharply for multi-file tasks. Single-file instances resolve at ~13–16% (Agentless); rates approach 0% for tasks touching 6+ files. -->
-
 ---
 
 ## 📖 Dataset Description
 
 ### Motivation
 
-Existing issue-resolution benchmarks (SWE-bench and its extensions) target general-purpose Python/JavaScript libraries. Mobile app development imposes distinct engineering constraints: platform-defined lifecycles, framework-specific build systems (Gradle, pub, npm), and correctness that depends on coordinated changes across heterogeneous artifacts — source files, manifests, resource definitions, and configuration metadata. MobileDev-Bench is the first benchmark to evaluate LLMs on these challenges at scale.
+Existing issue-resolution benchmarks, including SWE-bench and its extensions, target general-purpose Python/JavaScript libraries. Mobile app development imposes distinct engineering constraints: platform-defined lifecycles, framework-specific build systems (Gradle, pub, npm), and correctness that depends on coordinated changes across heterogeneous artifacts—source files, manifests, resource definitions, and configuration metadata. MobileDev-Bench is the first benchmark to evaluate LLMs on these challenges at scale.
 
 ### Construction
 
 Each instance was derived from a merged GitHub pull request that resolves at least one linked issue. The pipeline:
+
 1. **Crawl** — Pull requests and linked issues collected from 19 repositories (≥400 GitHub stars each).
 2. **Filter** — Instances with no linked issue, no test changes, or non-compilable base commits are excluded.
 3. **Verify** — Test execution under three configurations (base commit, test patch only, full fix) confirms that the fix produces a genuine Fail-to-Pass or None-to-Pass transition.
@@ -91,8 +75,8 @@ Each instance was derived from a merged GitHub pull request that resolves at lea
 | Field | Type | Description |
 |---|---|---|
 | `instance_id` | string | Unique identifier: `{org}__{repo}-{number}` |
-| `org` | string | GitHub organisation (e.g. `thunderbird`) |
-| `repo` | string | GitHub repository name (e.g. `thunderbird-android`) |
+| `org` | string | Repository organisation |
+| `repo` | string | Repository name |
 | `number` | int | Pull request number |
 | `state` | string | PR state at collection time (`closed`) |
 | `title` | string | Pull request title |
@@ -100,9 +84,9 @@ Each instance was derived from a merged GitHub pull request that resolves at lea
 | `base` | string | JSON object with base branch label, ref, and SHA |
 | `resolved_issues` | string | JSON array of linked issue objects (`number`, `title`) |
 | `lang` | string | Primary language: `kotlin`, `java`, `dart`, or `typescript` |
-| `problem_statement` | string | Concatenated issue text — the task description shown to the model |
+| `problem_statement` | string | Concatenated issue text—the task description shown to the model |
 | `hints` | string | Concatenated issue comments providing additional context |
-| `pull_url` | string | Full GitHub URL of the pull request |
+| `pull_url` | string | Pull request URL stored in the dataset |
 | `issue_urls` | string | JSON array of linked issue URLs |
 | `fix_patch` | string | Gold unified diff of the fix (applied to base commit) |
 | `test_patch` | string | Unified diff adding or modifying tests that validate the fix |
@@ -120,27 +104,27 @@ Each instance was derived from a merged GitHub pull request that resolves at lea
 
 ## 🏠 Source Repositories
 
-| Repository | Language | Link |
-|---|---|---|
-| zulip/zulip-flutter | Dart | [GitHub](https://github.com/zulip/zulip-flutter) |
-| PalisadoesFoundation/talawa | Dart | [GitHub](https://github.com/PalisadoesFoundation/talawa) |
-| AntennaPod/AntennaPod | Java | [GitHub](https://github.com/AntennaPod/AntennaPod) |
-| Futsch1/medTimer | Java | [GitHub](https://github.com/Futsch1/medTimer) |
-| thunderbird/thunderbird-android | Kotlin | [GitHub](https://github.com/thunderbird/thunderbird-android) |
-| wordpress-mobile/wordpress-android | Kotlin | [GitHub](https://github.com/wordpress-mobile/WordPress-Android) |
-| element-hq/element-x-android | Kotlin | [GitHub](https://github.com/element-hq/element-x-android) |
-| streetcomplete/StreetComplete | Kotlin | [GitHub](https://github.com/streetcomplete/StreetComplete) |
-| tuskyapp/Tusky | Kotlin | [GitHub](https://github.com/tuskyapp/Tusky) |
-| commons-app/apps-android-commons | Kotlin | [GitHub](https://github.com/commons-app/apps-android-commons) |
-| openhab/openhab-android | Kotlin | [GitHub](https://github.com/openhab/openhab-android) |
-| LemmyNet/jerboa | Kotlin | [GitHub](https://github.com/LemmyNet/jerboa) |
-| PaulWoitaschek/Voice | Kotlin | [GitHub](https://github.com/PaulWoitaschek/Voice) |
-| mjaakko/NeoStumbler | Kotlin | [GitHub](https://github.com/mjaakko/NeoStumbler) |
-| JackEblan/Geto | Kotlin | [GitHub](https://github.com/JackEblan/Geto) |
-| NMF-earth/nmf-app | TypeScript | [GitHub](https://github.com/NMF-earth/nmf-app) |
-| Expensify/App | TypeScript | [GitHub](https://github.com/Expensify/App) |
-| RocketChat/Rocket.Chat.ReactNative | TypeScript | [GitHub](https://github.com/RocketChat/Rocket.Chat.ReactNative) |
-| artsy/eigen | TypeScript | [GitHub](https://github.com/artsy/eigen) |
+| Repository | Language |
+|---|---|
+| zulip/zulip-flutter | Dart |
+| PalisadoesFoundation/talawa | Dart |
+| AntennaPod/AntennaPod | Java |
+| Futsch1/medTimer | Java |
+| thunderbird/thunderbird-android | Kotlin |
+| wordpress-mobile/wordpress-android | Kotlin |
+| element-hq/element-x-android | Kotlin |
+| streetcomplete/StreetComplete | Kotlin |
+| tuskyapp/Tusky | Kotlin |
+| commons-app/apps-android-commons | Kotlin |
+| openhab/openhab-android | Kotlin |
+| LemmyNet/jerboa | Kotlin |
+| PaulWoitaschek/Voice | Kotlin |
+| mjaakko/NeoStumbler | Kotlin |
+| JackEblan/Geto | Kotlin |
+| NMF-earth/nmf-app | TypeScript |
+| Expensify/App | TypeScript |
+| RocketChat/Rocket.Chat.ReactNative | TypeScript |
+| artsy/eigen | TypeScript |
 
 ---
 
@@ -150,26 +134,4 @@ Each instance was derived from a merged GitHub pull request that resolves at lea
 from datasets import load_dataset
 
 ds = load_dataset("MobileDev-Bench/mobiledev-bench", split="test")
-```
-
-Or clone the repository directly:
-
-```bash
-git lfs install
-git clone https://huggingface.co/datasets/MobileDev-Bench/mobiledev-bench
-```
-
-
-## 📄 Citation
-
-```bibtex
-@misc{fakorede2026mobiledevbench,
-    title={MobileDev-Bench: A Benchmark for Issue Resolution in Mobile Application Development},
-    author={Moshood A. Fakorede and Krishna Upadhyay and A. B. Siddique and Umar Farooq},
-    year={2026},
-    eprint={2603.24946},
-    archivePrefix={arXiv},
-    primaryClass={cs.SE},
-    url={https://arxiv.org/abs/2603.24946},
-}
-```
+```