Publish public benchmark data and paper figures

Adds the three public split archives, canonical sample shards, a Viewer-ready sample, paper figures, and a complete dataset card.

CITATION.cff

@@ -0,0 +1,46 @@
+cff-version: 1.2.0
+message: "If you use AutoMemoryBench, please cite the paper below."
+title: "AutoMemoryBench: State-Contract Evaluation for Auditable Agent Memory"
+type: software
+authors:
+  - family-names: Wu
+    given-names: Jiajun
+    affiliation: Beihang University
+  - family-names: Yang
+    given-names: Jian
+    affiliation: Beihang University
+  - family-names: Li
+    given-names: Chen
+  - family-names: Chai
+    given-names: Linzheng
+  - family-names: Gao
+    given-names: Ge
+  - family-names: Shi
+    given-names: Ensheng
+    affiliation: Huawei Cloud Computing Technologies Co., Ltd.
+  - family-names: Ma
+    given-names: Yuchi
+    affiliation: Huawei Cloud Computing Technologies Co., Ltd.
+repository-code: "https://github.com/wuyuVerse/AutoMemoryBench"
+license: Apache-2.0
+date-released: 2026-07-30
+preferred-citation:
+  type: generic
+  title: "AutoMemoryBench: State-Contract Evaluation for Auditable Agent Memory"
+  authors:
+    - family-names: Wu
+      given-names: Jiajun
+    - family-names: Yang
+      given-names: Jian
+    - family-names: Li
+      given-names: Chen
+    - family-names: Chai
+      given-names: Linzheng
+    - family-names: Gao
+      given-names: Ge
+    - family-names: Shi
+      given-names: Ensheng
+    - family-names: Ma
+      given-names: Yuchi
+  year: 2027
+  url: "https://github.com/wuyuVerse/AutoMemoryBench"

LICENSE

@@ -0,0 +1,17 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   Copyright 2026 AutoMemoryBench Contributors
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

README.md

@@ -2,28 +2,160 @@
 language:
 - en
 pretty_name: AutoMemoryBench
+size_categories:
+- 1K<n<10K
+task_categories:
+- question-answering
+- text-retrieval
 tags:
 - benchmark
 - agent-memory
 - memory-systems
 - llm-agents
 - evaluation
+- text
+configs:
+- config_name: sample
+  data_files:
+  - split: audit_subset
+    path: data/sample_cases.jsonl
 ---
 
+<div align="center">
+
 # AutoMemoryBench
 
-**State-Contract Evaluation for Auditable Agent Memory**
+### State-Contract Evaluation for Auditable Agent Memory
+
+[![Paper](https://img.shields.io/badge/Paper-PDF-b31b1b.svg)](AutoMemoryBench-arXiv.pdf)
+[![Source](https://img.shields.io/badge/arXiv-Source-b31b1b.svg)](AutoMemoryBench-arXiv-source.tar.gz)
+[![GitHub](https://img.shields.io/badge/Code%20%26%20Data-GitHub-181717.svg)](https://github.com/wuyuVerse/AutoMemoryBench)
+[![License](https://img.shields.io/badge/Data-Apache--2.0-2f7d32.svg)](https://github.com/wuyuVerse/AutoMemoryBench/blob/main/LICENSE)
+
+</div>
+
+AutoMemoryBench evaluates whether an agent uses the *right* memory, and only
+the admissible memory, under a query-time state contract. Each executable
+contract partitions memory into **required**, **admissible**, and
+**prohibited** sets. Prohibited memories are typed as superseded, deleted,
+restricted, cross-namespace, or stale-tool.
+
+<p align="center">
+  <img src="assets/query-time-admissibility.png" alt="Query-time memory admissibility" width="760">
+</p>
+<p align="center"><em>Relevance is not enough: remembered evidence must also be allowed now.</em></p>
+
+## Benchmark at a Glance
+
+| Property | Value |
+| --- | ---: |
+| Domains | 8 |
+| Case variants | 7,200 |
+| Total probes | 151,200 |
+| Public probes | 120,960 |
+| Withheld hidden-test probes | 30,240 |
+| Probe types | 20 |
+| Memory systems evaluated | 18 |
+| Agent/CLI controls | 12 |
+| Backbones | Up to 8 |
+
+The eight domains cover personal assistance, education and tutoring, customer
+support, DevOps workflows, research assistance, coding agents, multi-party
+collaboration, and office collaboration. Minimal single-axis interventions
+change exactly one admissibility dimension while preserving the surrounding
+case.
+
+## Benchmark Design
+
+AutoMemoryBench compiles a chronological event graph into query-conditioned
+memory contracts. The same benchmark case is exposed through an interaction
+trace view for the system under test and a contract view used only by the
+evaluator. This separates task success from prohibited-memory influence without
+revealing the gold state to the tested system.
+
+<p align="center">
+  <img src="assets/benchmark-framework.png" alt="AutoMemoryBench evaluation pipeline" width="100%">
+</p>
+<p align="center"><em>From event graphs to executable state contracts, paired interventions, and hard-gated scoring.</em></p>
+
+### One Case, Two Views
+
+<p align="center">
+  <img src="assets/two-view-evaluation.png" alt="Interaction trace and compiled state-contract views" width="900">
+</p>
+<p align="center"><em>One benchmark case is evaluated through an interaction view and a hidden contract view.</em></p>
+
+The interaction view contains the user turns, memory operations, tool calls,
+tool results, and observed answer or action. The compiled contract view records
+what the current query must use, may use, and must not use under the active
+time, role, namespace, lifecycle, and tool state.
+
+## Public Data
+
+The `sample` configuration shown in the Dataset Viewer contains **40 cases and
+840 queries** across all eight domains. Each row is a complete benchmark case
+with its chronological events, sessions, memory units, query-time contracts,
+and probes. It is intended for schema inspection and smoke testing.
 
-AutoMemoryBench evaluates whether an agent uses the right memory, and only the
-admissible memory, under a query-time state contract. Each contract partitions
-memory into required, admissible, and prohibited sets, with prohibited memories
-typed as superseded, deleted, restricted, cross-namespace, or stale-tool.
+The complete public release is hosted directly in this repository:
+
+| Split | Cases | Probes | Download |
+| --- | ---: | ---: | --- |
+| `audit_subset` | 720 | 15,120 | [archive](data/full/audit_subset_shards.tar.gz) |
+| `public_dev` | 1,440 | 30,240 | [archive](data/full/public_dev_shards.tar.gz) |
+| `public_test` | 3,600 | 75,600 | [archive](data/full/public_test_shards.tar.gz) |
+| **Public total** | **5,760** | **120,960** | [checksums](data/SHA256SUMS) |
+
+Each archive contains one canonical JSON shard per domain. The original sample
+manifest and domain shards are under [`data/sample`](data/sample). The same
+release is versioned with the evaluator in the
+[GitHub repository](https://github.com/wuyuVerse/AutoMemoryBench). The
+30,240-probe hidden-test split is withheld to prevent overfitting.
+
+```bash
+# Download the three public split archives from Hugging Face.
+hf download Multilingual-Multimodal-NLP/AutoMemoryBench \
+  --repo-type dataset --include "data/full/*" --local-dir AutoMemoryBench-data
+```
+
+### Core Fields
+
+| Field | Description |
+| --- | --- |
+| `case_id` | Stable identifier for a benchmark case variant |
+| `domain` | Application domain of the interaction |
+| `events` | Chronological lifecycle, authorization, and tool events |
+| `sessions` | User and assistant interaction trace |
+| `gold_memory_units` | Auditable memory objects compiled from events |
+| `state_contracts` | Query-time admissibility partitions and transitions |
+| `queries` | Memory-required and diagnostic probes with scoring contracts |
+
+## Evaluation
+
+- **StrictCore** is the primary hard gate. A memory-required query counts only
+  when the task is solved, required evidence is used, and no prohibited memory
+  influences the output.
+- **PairAcc** measures whether both sides of a minimal intervention pair pass
+  StrictCore.
+- **LeakRate** measures how often prohibited memory appears in an answer or
+  trace.
+- **AMQ** is a diagnostic composite across writing, retrieval, update,
+  compression, task utility, safety, and efficiency; it is not the headline
+  metric.
+
+The canonical evaluator is implemented in
+[`amb/benchmark/evaluation`](https://github.com/wuyuVerse/AutoMemoryBench/tree/main/amb/benchmark/evaluation)
+and
+[`amb/benchmark/metrics`](https://github.com/wuyuVerse/AutoMemoryBench/tree/main/amb/benchmark/metrics).
 
 ## Paper
 
-- [Paper PDF](AutoMemoryBench-arXiv.pdf)
-- [arXiv source package](AutoMemoryBench-arXiv-source.tar.gz)
-- [Code and data](https://github.com/wuyuVerse/AutoMemoryBench)
+- [AutoMemoryBench paper PDF](AutoMemoryBench-arXiv.pdf)
+- [Submission-ready arXiv source package](AutoMemoryBench-arXiv-source.tar.gz)
+- [SHA256 checksums](SHA256SUMS)
+
+The formal Hugging Face Paper page and arXiv tag will be added after the paper
+receives an arXiv identifier.
 
 ## Authors
 
@@ -32,16 +164,6 @@ Jiajun Wu, Jian Yang, Chen Li, Linzheng Chai, Ge Gao, Ensheng Shi, and Yuchi Ma.
 Jiajun Wu and Jian Yang are affiliated with Beihang University. Ensheng Shi and
 Yuchi Ma are affiliated with Huawei Cloud Computing Technologies Co., Ltd.
 
-## Abstract
-
-A deployed agent fails not only when it forgets, but when it uses memory that is
-stale, deleted, unauthorized, cross-namespace, or unsupported by current tool
-state. AutoMemoryBench introduces query-time memory admissibility as an
-executable evaluation contract. Its primary metric, StrictCore, counts a query
-only when the task is solved, required evidence is used, and no prohibited
-memory influences the output. The release spans eight domains with 7,200 case
-variants and 151,200 probes, paired with minimal single-axis interventions.
-
 ## Citation
 
 ```bibtex
@@ -54,9 +176,6 @@ variants and 151,200 probes, paired with minimal single-axis interventions.
 }
 ```
 
-The formal Hugging Face Paper page and arXiv link will be added after the paper
-receives an arXiv identifier.
-
 ## License
 
 The code and benchmark data are released under Apache-2.0. The paper license

data/SHA256SUMS

@@ -0,0 +1,12 @@
+537359836989153a447ce3b2832500468b43173fb1f16735ae17f005d3322eff  full/audit_subset_shards.tar.gz
+89a7dc5e54b231ee82068d33390a83a0c08791abd76a8cf8dc2d56a0bbb98706  full/public_dev_shards.tar.gz
+d3e414d74cabf3db9aae8aa20c0ce72ccc7f290c9a3baa2701a2a8c88af90ea2  full/public_test_shards.tar.gz
+99ddca50079a061881c1d4d70fd7b0d1486426aba3db9d89781ca1599d5b3197  sample/manifest.json
+dd1d2c7359dfd6d258eefb3ddd17001470e71f41ea7642506cf2576c78d15a3d  sample/shards/coding_agent.json
+ef8e9cc058bcf044ff19f4808fd58794e6c1ca641299115aa49c11c4917ac266  sample/shards/customer_support.json
+b8e935a2a2ebb64fd152bb824e7b51e901d6746ba3f12f1167bcfedff31eb471  sample/shards/devops_workflow.json
+803b27916b7078058f5481cd4a38207f067411daaee8d487dd5168b660b4649b  sample/shards/education_tutoring.json
+d28b7dceae8637b6e6c01c9507183a8d014fc2cd08a2e7c177906ba2aace8f06  sample/shards/multi_party_collaboration.json
+2505ad80c5bc09ffd34984fede40e4789568d1563fa4b87c4ac7aa7deac105f6  sample/shards/office_collaboration.json
+5bff1007caa5c568bbd8966888d1bfadfe62ab6beadfe4794f8801bf4b55a375  sample/shards/personal_assistant.json
+d3c85c0e44b4b032121131fc5d93f225b6ec75068887a8c2eba037a7408b2076  sample/shards/research_assistant.json

data/full/audit_subset_shards.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:537359836989153a447ce3b2832500468b43173fb1f16735ae17f005d3322eff
+size 6353606

data/full/public_dev_shards.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89a7dc5e54b231ee82068d33390a83a0c08791abd76a8cf8dc2d56a0bbb98706
+size 12620669

data/full/public_test_shards.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3e414d74cabf3db9aae8aa20c0ce72ccc7f290c9a3baa2701a2a8c88af90ea2
+size 30939355

data/sample/manifest.json

@@ -0,0 +1,29 @@
+{
+  "benchmark_id": "amst-sample-v1",
+  "schema_version": "1.0.0",
+  "package_type": "sample",
+  "visibility": {
+    "audit_subset": "public"
+  },
+  "included_splits": [
+    "audit_subset"
+  ],
+  "split_files": {
+    "audit_subset": {
+      "personal_assistant": "shards/personal_assistant.json",
+      "education_tutoring": "shards/education_tutoring.json",
+      "customer_support": "shards/customer_support.json",
+      "devops_workflow": "shards/devops_workflow.json",
+      "research_assistant": "shards/research_assistant.json",
+      "coding_agent": "shards/coding_agent.json",
+      "multi_party_collaboration": "shards/multi_party_collaboration.json",
+      "office_collaboration": "shards/office_collaboration.json"
+    }
+  },
+  "split_reports": {
+    "audit_subset": {
+      "num_cases": 40,
+      "num_queries": 840
+    }
+  }
+}