Add paired main/full content requirements for 530 frozen tasks

#6
by gehuageyan - opened
README.md CHANGED
@@ -71,77 +71,26 @@ configs:
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  data_files:
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  - split: test
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  path: data/challenge-examples.jsonl
 
 
 
 
74
  ---
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76
  # LexBench-Web-Fetch
77
 
78
- Short name: **LB-WF**.
79
-
80
- LexBench-Web-Fetch evaluates whether a browser, extraction tool or hosted fetch service returns the content an AI agent needs from a URL. Its 550 task entries cover page bodies, structured records with usable links, resource discovery and file delivery. Each task declares what the returned answer must contain, so the same acceptance rules apply to every participant.
81
 
82
  Use it to compare live-site fetching, diagnose incomplete extraction, or test a saved response after changing a parser. [Browser Eval](https://github.com/lexmount/browser-eval) provides the scorer, execution adapters, evidence storage and comparison reports. Scoring saved answers requires no browser, provider account or LLM judge.
83
 
84
- **License.** The `apache-2.0` license covers the project-authored code, documentation and task requirements. The reference texts included for evaluation under `definitions/materials/` are third-party content. Apache-2.0 does not cover them, and they keep their source terms; see [THIRD_PARTY.md](THIRD_PARTY.md).
85
-
86
-
87
  ## Dataset versions
88
 
89
- This snapshot is **v2.1.0: 550 tasks**. See [version history and comparison rules](VERSIONING.md) for the 550-task and 430-task editions, version increments and immutable revision selection. The active population is recorded in `manifest.json` under `edition`; retained historical definitions do not increase that population.
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-
91
- ## 530-task revision
92
-
93
- `primary-content-20261103` is one cumulative task-scope revision for a 530-task
94
- population. It changes 72 cases against the previous revision: 64 scope corrections,
95
- article-009 and article-064, three more Xueqiu articles, and binding-only repairs
96
- for live-041, live-063 and live-069. The six Xueqiu tasks use one declared shell rule
97
- (`xueqiu-shell-v1`), and the two Quanta tasks use another (`quanta-shell-v1`).
98
- All other case rules and previously released versions remain unchanged. A single
99
- compact rationale file explains this rule set; it is not an alternative version.
100
-
101
- The revision is intended for **formal evaluations under a separate major task
102
- contract**, using the fixed 530-task selection and fresh matched runs after adoption.
103
- It does not certify the old report or establish that all similar requirements in
104
- the catalog have been corrected. The 66 earlier cases have source-context review
105
- records, which disclose partial observations and unavailable historical captures.
106
- The three later Xueqiu cases have no full-page capture among the bound inputs (see
107
- the review notes).
108
- Review here means assistant-led source inspection and automated checks, not
109
- independent human approval. Raw captures are external, so these checks cannot be
110
- replayed using the public repository alone. Independent sampling of the removals
111
- is still needed before formal adoption. Each case's full-answer control, counterfactual
112
- control and source hashes are recorded under `cases[]` in the rationale file.
113
- Freeze the rules and inputs before collecting outputs. Saved-answer rescoring is
114
- reported separately as sensitivity analysis. See the [scope and adoption requirements](definitions/annotation-revisions/primary-content-20261103.md).
115
-
116
- ### 530-task selection
117
-
118
- The selection retains the earlier 430-task edition and adds all 100 article
119
- tasks. It excludes both separately labeled 10-task example groups from the mixed
120
- webfetch suite. The dynamic examples have corresponding IDs and URLs in the
121
- dedicated dynamic suite, where they remain selected. The challenge examples are
122
- excluded as a complete additional group, not because all ten are duplicates:
123
- only three share a URL with another selected task. This is a report-aligned
124
- cohort choice documented after outcomes were available, not a claim of
125
- pre-outcome selection or representative sampling. The 530 selected identities
126
- and historical editions are unchanged.
127
-
128
- The revision uses the explicit [530-task selection](definitions/populations/primary-content-20261103.json): 130 webfetch tasks and 100 each from dynamic-content, popular-sites, access-restrictions and articles. The excluded 20 webfetch entries remain in the historical frozen files. Matching dynamic-content entries remain selected under their own suite identity.
129
-
130
- After exporting a suite with the compatible exporter and `--revision primary-content-20261103`, generate its runner selection from this dataset checkout:
131
-
132
- ```sh
133
- uv run --frozen python tools/task_population.py --suite webfetch
134
- ```
135
-
136
- With the compatible Browser Eval population support, prefer
137
- `--population /path/to/definitions/populations/primary-content-20261103.json --population-suite webfetch`
138
- on the certified runner, using a dataset exported with this revision. Repeat for
139
- each of the five suites. The runner checks the selection against the exported
140
- rule hash and frozen suite identity before calls, then records the population
141
- hash, selected IDs and rule revision in the result. A single-suite run is not a
142
- complete 530-task evaluation. The helper above remains available for legacy
143
- manual `--case-ids` selection, which does not provide this population binding.
144
- The historical default viewer and plain webfetch export remain unchanged.
145
 
146
  ## Benchmark categories
147
 
@@ -159,6 +108,7 @@ The earlier 430-task edition has seven categories: general web content, dynamic
159
  | `articles` | `articles` | 100 | Article bodies, titles, requested initial comments and post collections |
160
  | `dynamic-examples` | `webfetch` | 10 | Additional dynamic-content tasks from the original mixed suite; their declared acceptance contracts remain separate |
161
  | `challenge-examples` | `webfetch` | 10 | Additional access-challenge tasks from the original mixed suite; their declared acceptance contracts remain separate |
 
162
 
163
  The 100 general-web tasks are the baseline called “static websites” in the published comparison; that name does not mean every target is independent of JavaScript. Media-information tasks request links or page metadata; direct-media tasks require original file bytes. Images and videos can appear in either category. An access-restriction task tests delivery of its target content; a past restriction does not guarantee a challenge on every later request.
164
 
@@ -175,7 +125,7 @@ A method receives the task URL and prompt. Its response is checked against the t
175
  | Resources | Returned resource URLs, permitted variants, and target-only output requirements where declared |
176
  | Files | Delivered bytes, declared file type and integrity requirements |
177
 
178
- Contracts can combine these checks. A successful request, nonempty answer or long response alone does not establish task completion. The scorer keeps binary acceptance separate from text-quality diagnostics. Missing reference coverage remains unavailable. Exact requirements and thresholds are in each task; the [metrics guide](https://github.com/lexmount/browser-eval/blob/main/docs/metrics.md) explains their interpretation.
179
 
180
  Web Fetch runs call the tested tools directly. An agent does not choose browser actions during execution. Preserve the requested initial-load scope: clicking, logging in, expanding hidden content or paginating changes the work unless a task explicitly permits it. In the optional article extension, a qualified displayed excerpt is scored as that excerpt, and changing feeds use their own post-collection contracts.
181
 
@@ -215,9 +165,9 @@ Replace the revision with the full dataset commit you intend to use. Select anot
215
  | `category` | Original finer category, preserved exactly as authored |
216
  | `family` | Declared delivery kind, when present |
217
  | `language` | Target or reference-content language, taken from source annotations or reviewed frozen references; `mul` marks multiple languages and `zxx` marks URL-only or binary targets |
218
- | `task` | JSON serialization of the public task definition, including its prompt, acceptance requirements and reference-text hash bindings |
219
 
220
- The viewer supports inspection and integration. Viewer rows show hashes in place of reference texts. For the 530-task revision, the scorable task records with their reference texts are in `definitions/materials/primary-content-20261103/` (see below).
221
 
222
  `definitions/` contains the public definitions, catalogs and input manifests. `definitions.tar.gz` packages the same files for installation. `manifest.json` records source provenance and file hashes. Frozen catalogs retain their original dataset IDs and task languages, including historical method names inside some IDs; the same acceptance rules still apply to every method.
223
 
@@ -228,58 +178,14 @@ From a Browser Eval checkout with [uv](https://docs.astral.sh/uv/getting-started
228
  ```sh
229
  git clone https://github.com/lexmount/browser-eval.git
230
  cd browser-eval
 
231
  uv sync --frozen
232
  uv run --frozen python -m harness.benchmarks.data
233
  uv run --frozen lexbench-webfetch list
234
  uv run --frozen lexbench-webfetch validate
235
  ```
236
 
237
- Browser Eval downloads the dataset revision selected by its [data lock](https://github.com/lexmount/browser-eval/blob/main/src/harness/benchmarks/data-lock.json) and verifies the archive and file hashes. Public downloads require no access token. The [benchmark integration guide](https://github.com/lexmount/browser-eval/blob/main/docs/benchmarks.md) covers revision selection and offline caching.
238
-
239
- ### Score the 530-task revision from this download
240
-
241
- `definitions/materials/primary-content-20261103/<suite>/dataset.json` contains the
242
- complete scorable tasks, with `primary-content-20261103` already applied, for
243
- `webfetch`, `dynamic-content`, `popular-sites`, `access-restrictions` and `articles`.
244
- Together they cover all 530 selected tasks. Each directory's `source-inputs.json` and
245
- `dataset-catalog.json` bind the file by SHA-256. The selection's
246
- `frozen_task_bindings[<suite>].exported_cases_sha256` binds its resolved cases.
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-
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- Each file is the frozen dataset bound by the suite's `definitions/evaluation/.../source-inputs.json`.
249
- Its hashes were verified, and it reproduces every public task row. The Browser Eval
250
- revision code then applied `primary-content-20261103`, and the result is serialized
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- the way `export` writes it. These files are ready to score as published, with the
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- revision already applied. Re-running `lexbench-webfetch export --revision
253
- primary-content-20261103` needs each suite's private frozen parent inputs, including
254
- source trees that are not in this download. Re-applying the revision also needs Browser Eval at
255
- [`351cb27b`](https://github.com/lexmount/browser-eval/commit/351cb27b1d9bf82ae81b177874ea5e624ecb00f0)
256
- or later, because its review inherits unchanged entries from `review-550-20261023`.
257
- Install a suite with Browser Eval's existing importer, then
258
- run it with the population:
259
-
260
- ```sh
261
- M=/path/to/definitions/materials/primary-content-20261103/webfetch
262
- uv run --frozen python scripts/import_reference_inputs.py --manifest "$M/source-inputs.json" --source "$M"
263
- uv run --frozen python scripts/run_certified_benchmark.py --dataset "$M/dataset.json" \
264
- --population /path/to/definitions/populations/primary-content-20261103.json \
265
- --population-suite webfetch --retrieval-mode native ...
266
- ```
267
-
268
- To score one saved answer, write a task object from that `dataset.json` to a file.
269
- Declare the answer representation in a metadata file, because text without a declared
270
- representation is read as markup:
271
-
272
- ```sh
273
- python -c 'import json,sys; d=json.load(open(sys.argv[1])); json.dump(next(c for c in d["cases"] if c["id"]=="static-simple"), open("task.json","w"), ensure_ascii=False)' "$M/dataset.json"
274
- echo '{"answer_format": "plain_text"}' > metadata.json
275
- uv run --frozen lexbench-webfetch score --task task.json --response answer.txt --metadata metadata.json
276
- ```
277
-
278
- Scoring uses only the task object. The
279
- declared-retrieval route and the 20 excluded webfetch examples also need the frozen
280
- `sources` and `list-references` trees, which this download does not include.
281
-
282
- ### Historical editions
283
 
284
  For tasks that need external reference inputs, obtain an approved matching copy and export a verified executable suite:
285
 
@@ -289,7 +195,7 @@ uv run --frozen lexbench-webfetch export \
289
  --output /absolute/path/new-input-directory
290
  ```
291
 
292
- The scorer's `--suite webfetch` exports the mixed 150-task suite, including 20 dynamic/challenge examples. For the 430-task edition, select its 130 general-web, document and media IDs plus the three 100-task suites. For the 550-task edition, select all 150 mixed tasks, those three suites and the 100 article tasks (`--suite articles`). Export verifies inputs before writing a new directory. See [reference inputs and access](https://github.com/lexmount/browser-eval/blob/main/docs/reference-inputs.md).
293
 
294
  Score a saved response using its complete task definition:
295
 
@@ -310,19 +216,19 @@ uv run --frozen browser-harness-eval run \
310
  --case-ids static-simple --output /absolute/path/new-evidence
311
  ```
312
 
313
- The HTTP baseline does not execute JavaScript. For browser setup and a report you can inspect, follow the [runnable local example](https://github.com/lexmount/browser-eval/blob/main/examples/web_fetch/README.md). Formal comparisons use the certified workflow in the [Web Fetch evaluation guide](https://github.com/lexmount/browser-eval/blob/main/src/harness/web_fetch/README.md).
314
 
315
  ## Reporting and limitations
316
 
317
  Report passed/evaluated counts for the declared population, unavailable results and the selected benchmark and scorer revisions. Retain failed calls and timeouts. State timing boundaries, retry policy, local or remote execution, and conversion steps; keep all-call timing separate from timing conditional on success. Optional independent verification has its own disclosed scope and does not run automatically.
318
 
319
- Live sites change with location, time, session state and access policy. The suite emphasizes task-relevant stable content, but a frozen reference can still become outdated. Investigate source drift before changing a verdict. Updating task requirements or scoring code does not retroactively update an old measurement. Record the immutable dataset commit, task/reference hashes and scorer source identity with each experiment. Detailed collection, correction and reporting rules are maintained in the [Web Fetch guide](https://github.com/lexmount/browser-eval/blob/main/src/harness/web_fetch/README.md).
320
 
321
  These are curated workloads, not a representative sample of every website. The article suite's initial-load scope does not measure hidden continuations or interaction-dependent content. Text and link checks do not measure visual fidelity or autonomous browser use. This dataset contains task inputs and requirements; it does not ship provider measurements or establish a standing browser ranking.
322
 
323
  ## Sources, related benchmarks and rights
324
 
325
- LexBench-Web-Fetch was developed as the Web Fetch benchmark component of [Browser Eval](https://github.com/lexmount/browser-eval). Its task definitions retain source URLs and reference bindings. Project-authored material uses Apache-2.0. The reference texts included for evaluation keep their original language and their source terms, and the Apache-2.0 license does not cover them. To request removal or correction, open a discussion in this repository's Community tab. Full captures, screenshots, document and media files, private logs and measured provider outputs are excluded. A public URL or content hash is not permission to redistribute the underlying material. Read [THIRD_PARTY.md](THIRD_PARTY.md), [NOTICE](NOTICE) and the notices included with the selected snapshot.
326
 
327
  The following projects have separate populations and terms; they are not subsets of this catalog:
328
 
@@ -331,11 +237,11 @@ The following projects have separate populations and terms; they are not subsets
331
  - [WebArena](https://github.com/web-arena-x/webarena) and [WebArena-Verified](https://github.com/ServiceNow/webarena-verified) supply interactive tasks and evaluators used in separate browser workflows.
332
  - [LexBench-Headless-Browser](https://huggingface.co/datasets/Lexmount/LexBench-Headless-Browser) preserves the task inputs for the [upstream Headless runtime](https://github.com/lexmount/Lexbench-Headless-Browser), which evaluates browser runtime and automation capabilities.
333
 
334
- For search evaluation, use [LexBench-Web-Search](https://huggingface.co/datasets/Lexmount/LexBench-Web-Search). [Moli](https://github.com/lexmount/moli) is one browser that can be evaluated with Web Fetch tasks, and [WebFetch CLI](https://github.com/lexmount/webfetch-cli) is a client for a hosted fetch service. Report creation and sharing are covered by [Browser Eval's reporting documentation](https://github.com/lexmount/browser-eval/blob/main/docs/report-hosting.md).
335
 
336
  ## Citation
337
 
338
- Cite Browser Eval and record the exact dataset revision used in your experiment. The canonical project citation is [CITATION.cff](https://github.com/lexmount/browser-eval/blob/main/CITATION.cff).
339
 
340
  ```bibtex
341
  @software{browser_eval_2026,
 
71
  data_files:
72
  - split: test
73
  path: data/challenge-examples.jsonl
74
+ - config_name: content-scopes-530
75
+ data_files:
76
+ - split: test
77
+ path: data/content-scopes-530.jsonl
78
  ---
79
 
80
  # LexBench-Web-Fetch
81
 
82
+ LexBench-Web-Fetch evaluates whether a browser, extraction tool or hosted fetch service returns the content an AI agent needs from a URL. Its 1,080 task entries cover page bodies, structured records with usable links, resource discovery and file delivery. Each task declares what the returned answer must contain, so the same acceptance rules apply to every participant.
 
 
83
 
84
  Use it to compare live-site fetching, diagnose incomplete extraction, or test a saved response after changing a parser. [Browser Eval](https://github.com/lexmount/browser-eval) provides the scorer, execution adapters, evidence storage and comparison reports. Scoring saved answers requires no browser, provider account or LLM judge.
85
 
 
 
 
86
  ## Dataset versions
87
 
88
+ Choose a released dataset edition using the [version history and comparison
89
+ rules](https://huggingface.co/datasets/Lexmount/LexBench-Web-Fetch/blob/main/VERSIONING.md).
90
+ The 430-task and 550-task populations have separate releases. Resolve the selected
91
+ tag to a full HF commit and retain that commit with the scorer identity and input
92
+ hashes. Historical definitions included in an archive do not expand the edition's
93
+ active population.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
94
 
95
  ## Benchmark categories
96
 
 
108
  | `articles` | `articles` | 100 | Article bodies, titles, requested initial comments and post collections |
109
  | `dynamic-examples` | `webfetch` | 10 | Additional dynamic-content tasks from the original mixed suite; their declared acceptance contracts remain separate |
110
  | `challenge-examples` | `webfetch` | 10 | Additional access-challenge tasks from the original mixed suite; their declared acceptance contracts remain separate |
111
+ | `content-scopes-530` | `content-scopes-530` | 530 | Registered task inputs |
112
 
113
  The 100 general-web tasks are the baseline called “static websites” in the published comparison; that name does not mean every target is independent of JavaScript. Media-information tasks request links or page metadata; direct-media tasks require original file bytes. Images and videos can appear in either category. An access-restriction task tests delivery of its target content; a past restriction does not guarantee a challenge on every later request.
114
 
 
125
  | Resources | Returned resource URLs, permitted variants, and target-only output requirements where declared |
126
  | Files | Delivered bytes, declared file type and integrity requirements |
127
 
128
+ Contracts can combine these checks. A successful request, nonempty answer or long response alone does not establish task completion. The scorer keeps binary acceptance separate from text-quality diagnostics. Missing reference coverage remains unavailable. Exact requirements and thresholds are in each task; the [metrics guide](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/docs/metrics.md) explains their interpretation.
129
 
130
  Web Fetch runs call the tested tools directly. An agent does not choose browser actions during execution. Preserve the requested initial-load scope: clicking, logging in, expanding hidden content or paginating changes the work unless a task explicitly permits it. In the optional article extension, a qualified displayed excerpt is scored as that excerpt, and changing feeds use their own post-collection contracts.
131
 
 
165
  | `category` | Original finer category, preserved exactly as authored |
166
  | `family` | Declared delivery kind, when present |
167
  | `language` | Target or reference-content language, taken from source annotations or reviewed frozen references; `mul` marks multiple languages and `zxx` marks URL-only or binary targets |
168
+ | `task` | JSON serialization of the public task definition, including its prompt, acceptance requirements and external reference bindings |
169
 
170
+ The viewer supports inspection and integration. Full body references and capture metadata are external: the public row cannot replace a complete executable task that requires them.
171
 
172
  `definitions/` contains the public definitions, catalogs and input manifests. `definitions.tar.gz` packages the same files for installation. `manifest.json` records source provenance and file hashes. Frozen catalogs retain their original dataset IDs and task languages, including historical method names inside some IDs; the same acceptance rules still apply to every method.
173
 
 
178
  ```sh
179
  git clone https://github.com/lexmount/browser-eval.git
180
  cd browser-eval
181
+ git checkout 691cd74a51723674686e4e7b1a0ba56d5c8ff729
182
  uv sync --frozen
183
  uv run --frozen python -m harness.benchmarks.data
184
  uv run --frozen lexbench-webfetch list
185
  uv run --frozen lexbench-webfetch validate
186
  ```
187
 
188
+ Browser Eval downloads the dataset revision selected by its [data lock](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/src/harness/benchmarks/data-lock.json) and verifies the archive and file hashes. Public downloads require no access token. The [benchmark integration guide](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/docs/benchmarks.md) covers revision selection and offline caching.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
189
 
190
  For tasks that need external reference inputs, obtain an approved matching copy and export a verified executable suite:
191
 
 
195
  --output /absolute/path/new-input-directory
196
  ```
197
 
198
+ The scorer's `--suite webfetch` exports the mixed 150-task suite, including 20 dynamic/challenge examples. For the 430-task edition, select its 130 general-web, document and media IDs plus the three 100-task suites. For the 550-task edition, select all 150 mixed tasks, those three suites and the 100 article tasks (`--suite articles`). Export verifies inputs before writing a new directory. See [reference inputs and access](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/docs/reference-inputs.md).
199
 
200
  Score a saved response using its complete task definition:
201
 
 
216
  --case-ids static-simple --output /absolute/path/new-evidence
217
  ```
218
 
219
+ The HTTP baseline does not execute JavaScript. For browser setup and a report you can inspect, follow the [runnable local example](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/examples/web_fetch/README.md). Formal comparisons use the certified workflow in the [Web Fetch evaluation guide](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/src/harness/web_fetch/README.md).
220
 
221
  ## Reporting and limitations
222
 
223
  Report passed/evaluated counts for the declared population, unavailable results and the selected benchmark and scorer revisions. Retain failed calls and timeouts. State timing boundaries, retry policy, local or remote execution, and conversion steps; keep all-call timing separate from timing conditional on success. Optional independent verification has its own disclosed scope and does not run automatically.
224
 
225
+ Live sites change with location, time, session state and access policy. The suite emphasizes task-relevant stable content, but a frozen reference can still become outdated. Investigate source drift before changing a verdict. Updating task requirements or scoring code does not retroactively update an old measurement. Record the immutable dataset commit, task/reference hashes and scorer source identity with each experiment. Detailed collection, correction and reporting rules are maintained in the [Web Fetch guide](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/src/harness/web_fetch/README.md).
226
 
227
  These are curated workloads, not a representative sample of every website. The article suite's initial-load scope does not measure hidden continuations or interaction-dependent content. Text and link checks do not measure visual fidelity or autonomous browser use. This dataset contains task inputs and requirements; it does not ship provider measurements or establish a standing browser ranking.
228
 
229
  ## Sources, related benchmarks and rights
230
 
231
+ LexBench-Web-Fetch was developed as the Web Fetch benchmark component of [Browser Eval](https://github.com/lexmount/browser-eval). Its task definitions retain source URLs and reference bindings. Project-authored material uses Apache-2.0; original website text, documents, media and captures retain their source rights. Full captures, screenshots, private logs and measured provider outputs are excluded. A public URL or content hash is not permission to redistribute the underlying material. Read [THIRD_PARTY.md](THIRD_PARTY.md), [NOTICE](NOTICE) and the notices included with the selected snapshot.
232
 
233
  The following projects have separate populations and terms; they are not subsets of this catalog:
234
 
 
237
  - [WebArena](https://github.com/web-arena-x/webarena) and [WebArena-Verified](https://github.com/ServiceNow/webarena-verified) supply interactive tasks and evaluators used in separate browser workflows.
238
  - [LexBench-Headless-Browser](https://huggingface.co/datasets/Lexmount/LexBench-Headless-Browser) preserves the task inputs for the [upstream Headless runtime](https://github.com/lexmount/Lexbench-Headless-Browser), which evaluates browser runtime and automation capabilities.
239
 
240
+ For search evaluation, use [LexBench-Web-Search](https://huggingface.co/datasets/Lexmount/LexBench-Web-Search). [Moli](https://github.com/lexmount/moli) is one browser that can be evaluated with Web Fetch tasks, and [WebFetch CLI](https://github.com/lexmount/webfetch-cli) is a client for a hosted fetch service. Report creation and sharing are covered by [Browser Eval's reporting documentation](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/docs/report-hosting.md).
241
 
242
  ## Citation
243
 
244
+ Cite Browser Eval and record the exact dataset revision used in your experiment. The canonical project citation is [CITATION.cff](https://github.com/lexmount/browser-eval/blob/691cd74a51723674686e4e7b1a0ba56d5c8ff729/CITATION.cff).
245
 
246
  ```bibtex
247
  @software{browser_eval_2026,
data/content-scopes-530.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
definitions.tar.gz CHANGED
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