johannhartmann/webnav-crawler-clef-flash-lora
Updated • 1
Datasets:
id stringlengths 10 29 | task_id stringlengths 8 27 | site stringclasses 350
values | language stringclasses 2
values | task_type stringclasses 4
values | instruction stringlengths 41 261 | success_criterion stringlengths 48 265 | split stringclasses 1
value | step int64 0 23 | orig_step int64 0 29 | n_steps int64 1 24 | done bool 2
classes | url stringlengths 15 381 | title stringlengths 0 184 | obs_bu stringlengths 10 40k | bu_profile stringclasses 1
value | obs_bg stringlengths 60 1.77M | action stringlengths 107 2.32k | action_text stringlengths 7 2.23k | value stringlengths 0 2.19k | candidates_bu listlengths 4 255 | gold_bu int64 -1 254 | candidates_bg listlengths 4 253 | gold_bg int64 -1 252 | history_bu listlengths 1 24 | history_bg listlengths 1 24 | target stringlengths 166 1.08k ⌀ | raw stringlengths 113 132 | versions stringclasses 1
value | robots_ai_optout listlengths 0 0 | split_sites stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1password.com-t1#0 | 1password.com-t1 | 1password.com | en | search_filter | Go to the Resources section and find the list of customer case studies or success stories; identify the name of one company featured there. | Agent navigates to the Resources section, reaches a page listing customer stories/case studies, and names one company shown on that page. | train | 0 | 0 | 3 | false | https://1password.com/ | Password Manager, Secrets, and Access Management | 1Password | [Start of page]
|scroll element|<body /> (0.0 pages above, 9.4 pages below)
Skip to Main Content
[198]<a aria-label=1Password Privileged Access: Zero standing privileges for humans and AI. Learn more />
1Password Privileged Access: Zero standing privileges for humans and AI. Learn
more
[201]<div />
[202]<a ari... | bu-styled-v2 | RootWebArea 'Password Manager, Secrets, and Access Management | 1Password', focused, url='https://1password.com/'
[92] link 'Skip to Main Content', clickable, url='https://1password.com/#main'
[100] navigation '', visible
[103] link '1Password Privileged Access: Zero standing privileges for humans and AI. Learn mor... | {"kind": "click", "element": "246", "value": "", "enter": false, "direction": null, "view": "bu", "meta": {}} | click button 'Resources' | [
"click [198] link '1Password Privileged Access: Zero standing privileges for humans and …'",
"click [201] div 'Sign in'",
"click [202] link 'Sign in'",
"click [207] link '1Password Home Page'",
"click [213] button 'Business'",
"click [222] button 'Personal'",
"click [231] link 'Developers'",
"click [2... | 10 | [
"click [92] link 'Skip to Main Content'",
"click [103] link '1Password Privileged Access: Zero standing privileges for humans and …'",
"click [107] link 'Sign in'",
"click [114] link '1Password Home Page'",
"click [121] button 'Business'",
"click [129] button 'Personal'",
"click [137] link 'Developers'"... | 8 | [
"None"
] | [
"None"
] | {"view": "bu", "element": "246", "backend_node_id": 246, "bid": "151", "tag": "button", "role": "button", "name": "Resources", "bounds": [627.171875, 80.0, 90.125, 28.0], "attributes": {"aria-label": "Resources"}} | {"episode": "runs/webnav/phase3/episodes/teacher/1password.com-t1", "record": "000.rec.json.gz", "screenshot": "000.jpg"} | {"dataset": "webnav-decisions-v1.1", "record": "webnav-rec-1", "policy": "teacher-v2", "judge": "judge-v2", "judge_prompt_sha": "42818fb2f61a"} | [] | train | |
1password.com-t1#1 | 1password.com-t1 | 1password.com | en | search_filter | Go to the Resources section and find the list of customer case studies or success stories; identify the name of one company featured there. | Agent navigates to the Resources section, reaches a page listing customer stories/case studies, and names one company shown on that page. | train | 1 | 1 | 3 | false | https://1password.com/ | Password Manager, Secrets, and Access Management | 1Password | [Start of page]
|scroll element|<body /> (0.0 pages above, 9.4 pages below)
Skip to Main Content
[198]<a aria-label=1Password Privileged Access: Zero standing privileges for humans and AI. Learn more />
1Password Privileged Access: Zero standing privileges for humans and AI. Learn
more
[201]<div />
[202]<a ari... | bu-styled-v2 | RootWebArea 'Password Manager, Secrets, and Access Management | 1Password', focused, url='https://1password.com/'
[92] link 'Skip to Main Content', clickable, url='https://1password.com/#main'
[100] navigation '', visible
[103] link '1Password Privileged Access: Zero standing privileges for humans and AI. Learn mor... | {"kind": "click", "element": "1314", "value": "", "enter": false, "direction": null, "view": "bu", "meta": {}} | click link 'Customer stories' | [
"click [198] link '1Password Privileged Access: Zero standing privileges for humans and …'",
"click [201] div 'Sign in'",
"click [202] link 'Sign in'",
"click [207] link '1Password Home Page'",
"click [213] button 'Business'",
"click [222] button 'Personal'",
"click [231] link 'Developers'",
"click [2... | 39 | [
"click [92] link 'Skip to Main Content'",
"click [103] link '1Password Privileged Access: Zero standing privileges for humans and …'",
"click [107] link 'Sign in'",
"click [114] link '1Password Home Page'",
"click [121] button 'Business'",
"click [129] button 'Personal'",
"click [137] link 'Developers'"... | 13 | [
"None",
"click [246] where [246] is Resources"
] | [
"None",
"click [151] where [151] is Resources"
] | {"view": "bu", "element": "1314", "backend_node_id": 1314, "bid": "804", "tag": "a", "role": "link", "name": "Customer stories", "bounds": [105.0, 558.0, 219.5, 21.0], "attributes": {"aria-label": "Customer stories", "href": "/customer-stories"}} | {"episode": "runs/webnav/phase3/episodes/teacher/1password.com-t1", "record": "001.rec.json.gz", "screenshot": "001.jpg"} | {"dataset": "webnav-decisions-v1.1", "record": "webnav-rec-1", "policy": "teacher-v2", "judge": "judge-v2", "judge_prompt_sha": "42818fb2f61a"} | [] | train | |
1password.com-t1#2 | 1password.com-t1 | 1password.com | en | search_filter | Go to the Resources section and find the list of customer case studies or success stories; identify the name of one company featured there. | Agent navigates to the Resources section, reaches a page listing customer stories/case studies, and names one company shown on that page. | train | 2 | 2 | 3 | true | https://1password.com/customer-stories | Customer Stories | 1Password | [Start of page]
|scroll element|<body /> (0.0 pages above, 11.0 pages below)
Skip to Main Content
*[1541]<a aria-label=1Password Privileged Access: Zero standing privileges for humans and AI. Learn more />
1Password Privileged Access: Zero standing privileges for humans and AI. Learn
more
*[2312]<div />
*[1995... | bu-styled-v2 | RootWebArea 'Customer Stories | 1Password', focused, url='https://1password.com/customer-stories'
[92] link 'Skip to Main Content', clickable, url='https://1password.com/customer-stories#main'
[1003] navigation '', visible
[1006] link '1Password Privileged Access: Zero standing privileges for humans and AI. Learn m... | {"kind": "stop", "element": null, "value": "On the 1Password Customer Stories page (Resources > Customer stories), one featured company is 'DigitalOcean' — the story is titled 'How DigitalOcean governs access across devices, applications, and emerging AI workflows'.", "enter": false, "direction": null, "view": "bu", "m... | stop, answer: "On the 1Password Customer Stories page (Resources > Customer stories), one featured company is 'DigitalOcean' — the story is titled 'How DigitalOcean governs access across devices, applications, and emerging AI workflows'." | On the 1Password Customer Stories page (Resources > Customer stories), one featured company is 'DigitalOcean' — the story is titled 'How DigitalOcean governs access across devices, applications, and emerging AI workflows'. | [
"click [1541] link '1Password Privileged Access: Zero standing privileges for humans and …'",
"click [2312] div 'Sign in'",
"click [1995] link 'Sign in'",
"click [1546] link '1Password Home Page'",
"click [2002] button 'Business'",
"click [2010] button 'Personal'",
"click [2016] link 'Developers'",
"c... | 80 | [
"click [92] link 'Skip to Main Content'",
"click [1006] link '1Password Privileged Access: Zero standing privileges for humans and …'",
"click [1010] link 'Sign in'",
"click [1017] link '1Password Home Page'",
"click [1024] button 'Business'",
"click [1032] button 'Personal'",
"click [1040] link 'Develo... | 182 | [
"None",
"click [246] where [246] is Resources",
"click [1314] where [1314] is Customer stories"
] | [
"None",
"click [151] where [151] is Resources",
"click [804] where [804] is Customer stories"
] | null | {"episode": "runs/webnav/phase3/episodes/teacher/1password.com-t1", "record": "002.rec.json.gz", "screenshot": "002.jpg"} | {"dataset": "webnav-decisions-v1.1", "record": "webnav-rec-1", "policy": "teacher-v2", "judge": "judge-v2", "judge_prompt_sha": "42818fb2f61a"} | [] | train |
acronis.com-t1#0 | acronis.com-t1 | acronis.com | en | deep_navigation | "Navigate to the Partners section of the website and find the page describing the partner program ty(...TRUNCATED) | "Agent clicks through Partners menu and lands on a page listing partner program options (e.g. servic(...TRUNCATED) | train | 0 | 0 | 4 | false | https://www.acronis.com/en/ | AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis | "[Start of page]\nSie befinden sich auf der Website für\nEurope\n. Ändern Sie die Region, damit f(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis', focused, url='ht(...TRUNCATED) | "{\"kind\": \"click\", \"element\": \"16\", \"value\": \"\", \"enter\": false, \"direction\": null, (...TRUNCATED) | click button 'Partners' | ["click [400] div 'Germany Deutsch Germany Deutsch Global English Ändern Sie die Region'","click [4(...TRUNCATED) | 14 | ["click [461] button 'Fortfahren'","click [477] link 'Acronis Back to homepage'","click [483] button(...TRUNCATED) | 5 | [
"None"
] | [
"None"
] | "{\"view\": \"bu\", \"element\": \"16\", \"backend_node_id\": 16, \"bid\": \"492\", \"tag\": \"butto(...TRUNCATED) | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t1\", \"record\": \"000.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation | |
acronis.com-t1#1 | acronis.com-t1 | acronis.com | en | deep_navigation | "Navigate to the Partners section of the website and find the page describing the partner program ty(...TRUNCATED) | "Agent clicks through Partners menu and lands on a page listing partner program options (e.g. servic(...TRUNCATED) | train | 1 | 1 | 4 | false | https://www.acronis.com/en/ | AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis | "[Start of page]\nSie befinden sich auf der Website für\nEurope\n. Ändern Sie die Region, damit f(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis', focused, url='ht(...TRUNCATED) | "{\"kind\": \"click\", \"element\": \"5970\", \"value\": \"\", \"enter\": false, \"direction\": null(...TRUNCATED) | click link 'Acronis Cyber Partner Program' | ["click [400] div 'Germany Deutsch Germany Deutsch Global English Ändern Sie die Region'","click [4(...TRUNCATED) | 27 | ["click [461] button 'Fortfahren'","click [477] link 'Acronis Back to homepage'","click [483] button(...TRUNCATED) | 12 | [
"None",
"click [16] where [16] is Partners"
] | [
"None",
"click [492] where [492] is Partners"
] | "{\"view\": \"bu\", \"element\": \"5970\", \"backend_node_id\": 5970, \"bid\": \"2520\", \"tag\": \"(...TRUNCATED) | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t1\", \"record\": \"001.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation | |
acronis.com-t1#2 | acronis.com-t1 | acronis.com | en | deep_navigation | "Navigate to the Partners section of the website and find the page describing the partner program ty(...TRUNCATED) | "Agent clicks through Partners menu and lands on a page listing partner program options (e.g. servic(...TRUNCATED) | train | 2 | 2 | 4 | false | https://www.acronis.com/en/partners/ | Acronis Cyber Partner Program | "[Start of page]\nSie befinden sich auf der Website für\nEurope\n. Ändern Sie die Region, damit f(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'Acronis Cyber Partner Program', focused, url='https://www.acronis.com/en/partners/'\n\(...TRUNCATED) | "{\"kind\": \"click\", \"element\": \"7650\", \"value\": \"\", \"enter\": false, \"direction\": null(...TRUNCATED) | click link 'Partner types' | ["click [6797] div 'Germany Deutsch Germany Deutsch Global English Ändern Sie die Region'","click [(...TRUNCATED) | 35 | ["click [490] button 'Fortfahren'","click [532] link 'Acronis Back to homepage'","click [538] button(...TRUNCATED) | 18 | ["None","click [16] where [16] is Partners","click [5970] where [5970] is Acronis Cyber Partner Prog(...TRUNCATED) | ["None","click [492] where [492] is Partners","click [2520] where [2520] is Acronis Cyber Partner Pr(...TRUNCATED) | "{\"view\": \"bu\", \"element\": \"7650\", \"backend_node_id\": 7650, \"bid\": \"984\", \"tag\": \"a(...TRUNCATED) | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t1\", \"record\": \"002.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation | |
acronis.com-t1#3 | acronis.com-t1 | acronis.com | en | deep_navigation | "Navigate to the Partners section of the website and find the page describing the partner program ty(...TRUNCATED) | "Agent clicks through Partners menu and lands on a page listing partner program options (e.g. servic(...TRUNCATED) | train | 3 | 3 | 4 | true | https://www.acronis.com/en/partners/#types | Acronis Cyber Partner Program | "|scroll element|<ul /> (horizontal 0%)\n\t[7642]<a id=#program aria-label=Program overview />\n\t\t(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'Acronis Cyber Partner Program', focused, url='https://www.acronis.com/en/partners/#typ(...TRUNCATED) | "{\"kind\": \"stop\", \"element\": null, \"value\": \"Navigated to the Partners section of the Acron(...TRUNCATED) | "stop, answer: \"Navigated to the Partners section of the Acronis website (https://www.acronis.com/e(...TRUNCATED) | "Navigated to the Partners section of the Acronis website (https://www.acronis.com/en/partners/#type(...TRUNCATED) | ["click [7642] link 'Program overview'","click [7646] link 'How it works'","click [7650] link 'Partn(...TRUNCATED) | 47 | ["click [490] button 'Fortfahren'","click [532] link 'Acronis Back to homepage'","click [538] button(...TRUNCATED) | 168 | ["None","click [16] where [16] is Partners","click [5970] where [5970] is Acronis Cyber Partner Prog(...TRUNCATED) | ["None","click [492] where [492] is Partners","click [2520] where [2520] is Acronis Cyber Partner Pr(...TRUNCATED) | null | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t1\", \"record\": \"003.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation |
acronis.com-t2#0 | acronis.com-t2 | acronis.com | en | search_filter | "Use the site's product menu to find and open the page dedicated to Acronis's backup product, then r(...TRUNCATED) | "Agent opens the Products dropdown/menu, navigates to the backup solution page, and reports the exac(...TRUNCATED) | train | 0 | 0 | 3 | false | https://www.acronis.com/en/ | AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis | "[Start of page]\nSie befinden sich auf der Website für\nEurope\n. Ändern Sie die Region, damit f(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis', focused, url='ht(...TRUNCATED) | "{\"kind\": \"click\", \"element\": \"16\", \"value\": \"\", \"enter\": false, \"direction\": null, (...TRUNCATED) | click button 'Products' | ["click [396] div 'Germany Deutsch Germany Deutsch Global English Ändern Sie die Region'","click [3(...TRUNCATED) | 11 | ["click [459] button 'Fortfahren'","click [475] link 'Acronis Back to homepage'","click [481] button(...TRUNCATED) | 2 | [
"None"
] | [
"None"
] | "{\"view\": \"bu\", \"element\": \"16\", \"backend_node_id\": 16, \"bid\": \"481\", \"tag\": \"butto(...TRUNCATED) | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t2\", \"record\": \"000.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation | |
acronis.com-t2#1 | acronis.com-t2 | acronis.com | en | search_filter | "Use the site's product menu to find and open the page dedicated to Acronis's backup product, then r(...TRUNCATED) | "Agent opens the Products dropdown/menu, navigates to the backup solution page, and reports the exac(...TRUNCATED) | train | 1 | 1 | 3 | false | https://www.acronis.com/en/ | AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis | "[Start of page]\nSie befinden sich auf der Website für\nEurope\n. Ändern Sie die Region, damit f(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'AI-Powered Cybersecurity, Data Protection & IT Automation | Acronis', focused, url='ht(...TRUNCATED) | "{\"kind\": \"click\", \"element\": \"5921\", \"value\": \"\", \"enter\": false, \"direction\": null(...TRUNCATED) | click link 'Backup' | ["click [396] div 'Germany Deutsch Germany Deutsch Global English Ändern Sie die Region'","click [3(...TRUNCATED) | 42 | ["click [459] button 'Fortfahren'","click [475] link 'Acronis Back to homepage'","click [481] button(...TRUNCATED) | 27 | [
"None",
"click [16] where [16] is Products"
] | [
"None",
"click [481] where [481] is Products"
] | "{\"view\": \"bu\", \"element\": \"5921\", \"backend_node_id\": 5921, \"bid\": \"2482\", \"tag\": \"(...TRUNCATED) | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t2\", \"record\": \"001.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation | |
acronis.com-t2#2 | acronis.com-t2 | acronis.com | en | search_filter | "Use the site's product menu to find and open the page dedicated to Acronis's backup product, then r(...TRUNCATED) | "Agent opens the Products dropdown/menu, navigates to the backup solution page, and reports the exac(...TRUNCATED) | train | 2 | 2 | 3 | true | https://www.acronis.com/en/products/cloud/cyber-protect/backup/ | Fast & Secure MSP Cloud Backup Solution & Service – Acronis | "[Start of page]\nSie befinden sich auf der Website für\nEurope\n. Ändern Sie die Region, damit f(...TRUNCATED) | bu-styled-v2 | "RootWebArea 'Fast & Secure MSP Cloud Backup Solution & Service – Acronis', focused, url='https://(...TRUNCATED) | "{\"kind\": \"stop\", \"element\": null, \"value\": \"The backup product page opened is titled 'Back(...TRUNCATED) | "stop, answer: \"The backup product page opened is titled 'Backup' under 'Acronis Cyber Protect Clou(...TRUNCATED) | "The backup product page opened is titled 'Backup' under 'Acronis Cyber Protect Cloud' in the Produc(...TRUNCATED) | ["click [7870] div 'Germany Deutsch Germany Deutsch Global English Ändern Sie die Region'","click [(...TRUNCATED) | 70 | ["click [488] button 'Fortfahren'","click [530] link 'Acronis Back to homepage'","click [536] button(...TRUNCATED) | 155 | [
"None",
"click [16] where [16] is Products",
"click [5921] where [5921] is Backup"
] | [
"None",
"click [481] where [481] is Products",
"click [2482] where [2482] is Backup"
] | null | "{\"episode\": \"runs/webnav/phase3/episodes/teacher/acronis.com-t2\", \"record\": \"002.rec.json.gz(...TRUNCATED) | "{\"dataset\": \"webnav-decisions-v1.1\", \"record\": \"webnav-rec-1\", \"policy\": \"teacher-v2\", (...TRUNCATED) | [] | validation |
End of preview. Expand in Data Studio
webnav teacher decisions (webnav-decisions-v1.1, public subset)
This public subset leaves out every site whose robots.txt disallowed an AI-training user agent (GPTBot, CCBot, ClaudeBot, anthropic-ai or Google-Extended) when the site pool was built: 86 of 436 sites, 976 of 5,211 phase-3 decisions. The published models were trained on the full set before this filter; their numbers below refer to that.
Per-decision records of web-navigation episodes on real public websites, recorded for the talk
"Lokale Modelle selbst trainieren" (Mayflower, 2026). A teacher (Claude Sonnet via the Anthropic API) saw only a
browser-use-style text observation and chose actions in a small action space (click, type, select, scroll, go_back,
stop). Every kept decision carries both observation views (browser-use text obs_bu and BrowserGym AX-tree text
obs_bg), the candidate action list with the gold index, the NNetNav-style history and a done label.
| config | what | decisions | tasks | sites |
|---|---|---|---|---|
phase3 |
teacher paths, verified by an LLM judge (judge-v2), loops trimmed | 4,235 | 1,251 | 350 |
dagger_round1 |
DAgger: the fine-tuned student drove, the teacher labelled every visited state | 3,959 | 905 | 319 |
dagger_round2 |
DAgger round 2 (student trained on phase3 + round 1) | 3,145 | 909 | 319 |
devset/dev_v1.2.jsonl: our 101 dev tasks on 39 sites (instruction, explicit success criterion, expected answer).
Columns added for this release:
split_sites: the site-disjoint split used for training (validation= held-out sites; 40 of them remain in this subset with 541 phase-3 decisions; DAgger rounds ran on training sites only).robots_ai_optout: always empty here (kept for schema compatibility with the full set).
Collection: tasks were generated from each site's start page and solved in a fresh episode. Sites come from a versioned pool of registrable domains (Tranco list) excluding all Online-Mind2Web sites and the dev-set sites. The harness never logged in, never entered personal data, never submitted forms, purchases or posts, respected robots.txt for its own crawling and waited at least 2 s between page actions per site.
What it was good for (dev set, 101 tasks, judge-v2): a clef-flash LoRA trained on phase3 solved 52 tasks
(teacher 81, our earlier NNetNav-trained Decider-2B crawler v2: 34). Adding the DAgger rounds did not improve on that
(53 and 52). On Online-Mind2Web (180 tasks reachable from our German egress) it solved 32 vs. the teacher's 68.
License notes
See LICENSE_NOTES.md. The page content inside the observations belongs to the respective website owners; the site-by-site terms of use have not been reviewed.
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