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FullStackArena three-site table study (private working dataset)

Protocol fullstackarena-three-site-table-study-v1 version 2.37 (status qualified). Main table: 4 models × 3 cells × 5 sites = 60 arms, each the whole signed task set of its site: arenagram (132 tasks), rideapp (120 tasks), auction (100 tasks), cross_website (24 tasks), cross_website_deadline (24 tasks); 4,800 scored attempts, max_steps=30, 10 workers on 10 isolated lanes per batch.

Cells:

  • table1_no_time_capped: no automatic time (the explicit get_website_time() tool stays available); a single wait sleeps at most 30 s.
  • table1_no_time_uncapped: no automatic time (the explicit get_website_time() tool stays available); a wait sleeps the requested duration.
  • table2_time_uncapped: automatic elapsed time, previous-step duration and assigned-lane website time on every step; a wait sleeps the requested duration.
  • table2_time_capped is abandoned from protocol 2.36; none of its attempts is published or counted.

Cross-site tables: cross_website, cross_website_deadline are separate tables, never pooled with the single-site tables. Each task spans two or three of the sites; one worker runs per coordinated lane set. cross_website_deadline repeats every cross_website task (cross_website_<n+24> is cross_website_<n>) with a finish-by time appended, and passes only if the base workflow passes and the report and every required state change are at or before that time.

Task types follow the study's labels: in cross_website, cross_website_f06 are type_4_absolute_window; in cross_website_deadline, cross_website_deadline_f02, cross_website_deadline_f03, cross_website_deadline_f06 are type_4_absolute_window (protocol 2.37; the signed task files are unchanged).

Vision: every arm's summary.json records the agent's vision_mode. In the main table openai/gpt-5.6-sol, google/gemini-3.8-flash, qwen/qwen3.5-122b-a10b run with auto; deepseek/deepseek-v4-pro-0813 runs with off. With auto the screenshot action is available and a screenshot enters the conversation only after the model requests one; the page's text observation is the same in both modes.

Layout

  • protocol/: the pinned spec, source lock, seeded run order, launch and adjudication protocols, the failure-reason vocabulary and the tracker.
  • runs/<site>/<model>/<condition>/: one complete arm covering the whole signed pack of that site. summary.json (pass/fail counts, pass rate, pack identity, vision mode, provenance), attempts.jsonl (one row per task in pack order with the outcome, the strict evaluator details, tokens, time-tool usage and the review note), adjudication_ledger.json (task-by-task review evidence with the outcome and reason), failure_analysis.json and failure_analysis.md (pass rate per task type and the primary failure reason of every failed attempt, overall and per task type), and raw_artifacts.tar.gz (every trace, step, recorded model request/response, screenshot, worker manifest and log).
  • appendix_text_only/<site>/<model>/<condition>/: the appendix table. Attempts the image-capable models ran with vision_mode off (the text-only interface) before the study switched them to auto; they never count for a main arm. Same files. summary.json task_scope is full (whole pack), first_instances (the first instance of every template) or decided (every task with a decided text-only attempt; not_run lists the others).

A package that is not a whole pack lists in summary.json left_out any task whose attempt and linked retry were both infrastructure-invalid; such a task is in neither the pass nor the fail count.

Outcome rule

Every attempt is pass or fail. A pass is a strict site-evaluator pass, or a strict fail that the reviewer confirmed to be an evaluator false negative: the postcondition and server receipts are satisfied, every reported value equals the authoritative value, the task prescribed no answer format that the answer violated, and the evaluator's rejection was reproduced offline with a content-identical witness (accepted) and a wrong-value counterexample (rejected). Every other attempt is a fail. outcome_basis names which of the two applies to a row. Every template family has at least one attempt reviewed in detail.

Main table

Pass / tasks (pass rate) of every published whole-pack arm.

arenagram (132 tasks per arm)

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 46 / 132 (34.8 %) 50 / 132 (37.9 %) 58 / 132 (43.9 %)
google/gemini-3.8-flash 28 / 132 (21.2 %) 28 / 132 (21.2 %) 33 / 132 (25.0 %)
deepseek/deepseek-v4-pro-0813 8 / 132 (6.1 %) 7 / 132 (5.3 %) 10 / 132 (7.6 %)
qwen/qwen3.5-122b-a10b 8 / 132 (6.1 %) 8 / 132 (6.1 %) 11 / 132 (8.3 %)

rideapp (120 tasks per arm)

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 25 / 120 (20.8 %) 39 / 120 (32.5 %) 52 / 120 (43.3 %)
google/gemini-3.8-flash 26 / 120 (21.7 %) 29 / 120 (24.2 %) 30 / 120 (25.0 %)
deepseek/deepseek-v4-pro-0813 27 / 120 (22.5 %) 26 / 120 (21.7 %) 25 / 120 (20.8 %)
qwen/qwen3.5-122b-a10b 19 / 120 (15.8 %) 23 / 120 (19.2 %) 13 / 120 (10.8 %)

auction (100 tasks per arm)

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 22 / 100 (22.0 %) 24 / 100 (24.0 %) 40 / 100 (40.0 %)
google/gemini-3.8-flash 12 / 100 (12.0 %) 13 / 100 (13.0 %) 18 / 100 (18.0 %)
deepseek/deepseek-v4-pro-0813 2 / 100 (2.0 %) 2 / 100 (2.0 %) 3 / 100 (3.0 %)
qwen/qwen3.5-122b-a10b 0 / 100 (0.0 %) 3 / 100 (3.0 %) 2 / 100 (2.0 %)

cross_website (24 tasks per arm)

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 9 / 24 (37.5 %) 8 / 24 (33.3 %) 7 / 24 (29.2 %)
google/gemini-3.8-flash 1 / 24 (4.2 %) 1 / 24 (4.2 %) 0 / 24 (0.0 %)
deepseek/deepseek-v4-pro-0813 1 / 24 (4.2 %) 0 / 24 (0.0 %) 1 / 24 (4.2 %)
qwen/qwen3.5-122b-a10b 0 / 24 (0.0 %) 0 / 24 (0.0 %) 0 / 24 (0.0 %)

cross_website_deadline (24 tasks per arm)

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 8 / 24 (33.3 %) 5 / 24 (20.8 %) 6 / 24 (25.0 %)
google/gemini-3.8-flash 1 / 24 (4.2 %) 0 / 24 (0.0 %) 0 / 24 (0.0 %)
deepseek/deepseek-v4-pro-0813 0 / 24 (0.0 %) 0 / 24 (0.0 %) 1 / 24 (4.2 %)
qwen/qwen3.5-122b-a10b 0 / 24 (0.0 %) 0 / 24 (0.0 %) 0 / 24 (0.0 %)

Appendix: text-only

Pass / tasks (pass rate) of the attempts run with vision off; the task count of a cell is the number of tasks it covers (see task_scope).

arenagram

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 10 / 33 (30.3 %) 11 / 33 (33.3 %) 28 / 99 (28.3 %)
google/gemini-3.8-flash 10 / 33 (30.3 %) 9 / 33 (27.3 %) 4 / 33 (12.1 %)
qwen/qwen3.5-122b-a10b 9 / 130 (6.9 %) 5 / 101 (5.0 %) 4 / 33 (12.1 %)

rideapp

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 32 / 119 (26.9 %) 25 / 91 (27.5 %) 28 / 91 (30.8 %)
google/gemini-3.8-flash 8 / 30 (26.7 %) 8 / 30 (26.7 %) 8 / 30 (26.7 %)
qwen/qwen3.5-122b-a10b 18 / 119 (15.1 %) 19 / 119 (16.0 %) 19 / 119 (16.0 %)

auction

Model table1_no_time_capped table1_no_time_uncapped table2_time_uncapped
openai/gpt-5.6-sol 5 / 25 (20.0 %) 4 / 25 (16.0 %) 33 / 100 (33.0 %)
google/gemini-3.8-flash 3 / 25 (12.0 %) 5 / 25 (20.0 %) 5 / 25 (20.0 %)
qwen/qwen3.5-122b-a10b 2 / 100 (2.0 %) 0 / 49 (0.0 %) 1 / 25 (4.0 %)

Arms published

path scope tasks pass fail pass rate
runs/arenagram/deepseek__deepseek-v4-pro-0813/table1_no_time_capped whole pack 132 8 124 6.1 %
runs/arenagram/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped whole pack 132 7 125 5.3 %
runs/arenagram/deepseek__deepseek-v4-pro-0813/table2_time_uncapped whole pack 132 10 122 7.6 %
runs/arenagram/google__gemini-3.8-flash/table1_no_time_capped whole pack 132 28 104 21.2 %
runs/arenagram/google__gemini-3.8-flash/table1_no_time_uncapped whole pack 132 28 104 21.2 %
runs/arenagram/google__gemini-3.8-flash/table2_time_uncapped whole pack 132 33 99 25.0 %
runs/arenagram/openai__gpt-5.6-sol/table1_no_time_capped whole pack 132 46 86 34.8 %
runs/arenagram/openai__gpt-5.6-sol/table1_no_time_uncapped whole pack 132 50 82 37.9 %
runs/arenagram/openai__gpt-5.6-sol/table2_time_uncapped whole pack 132 58 74 43.9 %
runs/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_capped whole pack 132 8 124 6.1 %
runs/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped whole pack 132 8 124 6.1 %
runs/arenagram/qwen__qwen3.5-122b-a10b/table2_time_uncapped whole pack 132 11 121 8.3 %
runs/auction/deepseek__deepseek-v4-pro-0813/table1_no_time_capped whole pack 100 2 98 2.0 %
runs/auction/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped whole pack 100 2 98 2.0 %
runs/auction/deepseek__deepseek-v4-pro-0813/table2_time_uncapped whole pack 100 3 97 3.0 %
runs/auction/google__gemini-3.8-flash/table1_no_time_capped whole pack 100 12 88 12.0 %
runs/auction/google__gemini-3.8-flash/table1_no_time_uncapped whole pack 100 13 87 13.0 %
runs/auction/google__gemini-3.8-flash/table2_time_uncapped whole pack 100 18 82 18.0 %
runs/auction/openai__gpt-5.6-sol/table1_no_time_capped whole pack 100 22 78 22.0 %
runs/auction/openai__gpt-5.6-sol/table1_no_time_uncapped whole pack 100 24 76 24.0 %
runs/auction/openai__gpt-5.6-sol/table2_time_uncapped whole pack 100 40 60 40.0 %
runs/auction/qwen__qwen3.5-122b-a10b/table1_no_time_capped whole pack 100 0 100 0.0 %
runs/auction/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped whole pack 100 3 97 3.0 %
runs/auction/qwen__qwen3.5-122b-a10b/table2_time_uncapped whole pack 100 2 98 2.0 %
runs/cross_website/deepseek__deepseek-v4-pro-0813/table1_no_time_capped whole pack 24 1 23 4.2 %
runs/cross_website/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website/deepseek__deepseek-v4-pro-0813/table2_time_uncapped whole pack 24 1 23 4.2 %
runs/cross_website/google__gemini-3.8-flash/table1_no_time_capped whole pack 24 1 23 4.2 %
runs/cross_website/google__gemini-3.8-flash/table1_no_time_uncapped whole pack 24 1 23 4.2 %
runs/cross_website/google__gemini-3.8-flash/table2_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website/openai__gpt-5.6-sol/table1_no_time_capped whole pack 24 9 15 37.5 %
runs/cross_website/openai__gpt-5.6-sol/table1_no_time_uncapped whole pack 24 8 16 33.3 %
runs/cross_website/openai__gpt-5.6-sol/table2_time_uncapped whole pack 24 7 17 29.2 %
runs/cross_website/qwen__qwen3.5-122b-a10b/table1_no_time_capped whole pack 24 0 24 0.0 %
runs/cross_website/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website/qwen__qwen3.5-122b-a10b/table2_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/deepseek__deepseek-v4-pro-0813/table1_no_time_capped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/deepseek__deepseek-v4-pro-0813/table2_time_uncapped whole pack 24 1 23 4.2 %
runs/cross_website_deadline/google__gemini-3.8-flash/table1_no_time_capped whole pack 24 1 23 4.2 %
runs/cross_website_deadline/google__gemini-3.8-flash/table1_no_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/google__gemini-3.8-flash/table2_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/openai__gpt-5.6-sol/table1_no_time_capped whole pack 24 8 16 33.3 %
runs/cross_website_deadline/openai__gpt-5.6-sol/table1_no_time_uncapped whole pack 24 5 19 20.8 %
runs/cross_website_deadline/openai__gpt-5.6-sol/table2_time_uncapped whole pack 24 6 18 25.0 %
runs/cross_website_deadline/qwen__qwen3.5-122b-a10b/table1_no_time_capped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped whole pack 24 0 24 0.0 %
runs/cross_website_deadline/qwen__qwen3.5-122b-a10b/table2_time_uncapped whole pack 24 0 24 0.0 %
runs/rideapp/deepseek__deepseek-v4-pro-0813/table1_no_time_capped whole pack 120 27 93 22.5 %
runs/rideapp/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped whole pack 120 26 94 21.7 %
runs/rideapp/deepseek__deepseek-v4-pro-0813/table2_time_uncapped whole pack 120 25 95 20.8 %
runs/rideapp/google__gemini-3.8-flash/table1_no_time_capped whole pack 120 26 94 21.7 %
runs/rideapp/google__gemini-3.8-flash/table1_no_time_uncapped whole pack 120 29 91 24.2 %
runs/rideapp/google__gemini-3.8-flash/table2_time_uncapped whole pack 120 30 90 25.0 %
runs/rideapp/openai__gpt-5.6-sol/table1_no_time_capped whole pack 120 25 95 20.8 %
runs/rideapp/openai__gpt-5.6-sol/table1_no_time_uncapped whole pack 120 39 81 32.5 %
runs/rideapp/openai__gpt-5.6-sol/table2_time_uncapped whole pack 120 52 68 43.3 %
runs/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_capped whole pack 120 19 101 15.8 %
runs/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped whole pack 120 23 97 19.2 %
runs/rideapp/qwen__qwen3.5-122b-a10b/table2_time_uncapped whole pack 120 13 107 10.8 %
appendix_text_only/arenagram/google__gemini-3.8-flash/table1_no_time_capped text-only, decided tasks (33 of 132) 33 10 23 30.3 %
appendix_text_only/arenagram/google__gemini-3.8-flash/table1_no_time_uncapped text-only, decided tasks (33 of 132) 33 9 24 27.3 %
appendix_text_only/arenagram/google__gemini-3.8-flash/table2_time_uncapped text-only, decided tasks (33 of 132) 33 4 29 12.1 %
appendix_text_only/arenagram/openai__gpt-5.6-sol/table1_no_time_capped text-only, decided tasks (33 of 132) 33 10 23 30.3 %
appendix_text_only/arenagram/openai__gpt-5.6-sol/table1_no_time_uncapped text-only, decided tasks (33 of 132) 33 11 22 33.3 %
appendix_text_only/arenagram/openai__gpt-5.6-sol/table2_time_uncapped text-only, decided tasks (99 of 132) 99 28 71 28.3 %
appendix_text_only/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_capped text-only, decided tasks (130 of 132) (arenagram_7, arenagram_19 left out) 130 9 121 6.9 %
appendix_text_only/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped text-only, decided tasks (101 of 132) 101 5 96 5.0 %
appendix_text_only/arenagram/qwen__qwen3.5-122b-a10b/table2_time_uncapped text-only, decided tasks (33 of 132) 33 4 29 12.1 %
appendix_text_only/auction/google__gemini-3.8-flash/table1_no_time_capped text-only, decided tasks (25 of 100) 25 3 22 12.0 %
appendix_text_only/auction/google__gemini-3.8-flash/table1_no_time_uncapped text-only, decided tasks (25 of 100) 25 5 20 20.0 %
appendix_text_only/auction/google__gemini-3.8-flash/table2_time_uncapped text-only, decided tasks (25 of 100) 25 5 20 20.0 %
appendix_text_only/auction/openai__gpt-5.6-sol/table1_no_time_capped text-only, decided tasks (25 of 100) 25 5 20 20.0 %
appendix_text_only/auction/openai__gpt-5.6-sol/table1_no_time_uncapped text-only, decided tasks (25 of 100) 25 4 21 16.0 %
appendix_text_only/auction/openai__gpt-5.6-sol/table2_time_uncapped text-only, whole pack 100 33 67 33.0 %
appendix_text_only/auction/qwen__qwen3.5-122b-a10b/table1_no_time_capped text-only, whole pack 100 2 98 2.0 %
appendix_text_only/auction/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped text-only, decided tasks (49 of 100) 49 0 49 0.0 %
appendix_text_only/auction/qwen__qwen3.5-122b-a10b/table2_time_uncapped text-only, decided tasks (25 of 100) 25 1 24 4.0 %
appendix_text_only/rideapp/google__gemini-3.8-flash/table1_no_time_capped text-only, decided tasks (30 of 120) 30 8 22 26.7 %
appendix_text_only/rideapp/google__gemini-3.8-flash/table1_no_time_uncapped text-only, decided tasks (30 of 120) 30 8 22 26.7 %
appendix_text_only/rideapp/google__gemini-3.8-flash/table2_time_uncapped text-only, decided tasks (30 of 120) 30 8 22 26.7 %
appendix_text_only/rideapp/openai__gpt-5.6-sol/table1_no_time_capped text-only, decided tasks (119 of 120) 119 32 87 26.9 %
appendix_text_only/rideapp/openai__gpt-5.6-sol/table1_no_time_uncapped text-only, decided tasks (91 of 120) 91 25 66 27.5 %
appendix_text_only/rideapp/openai__gpt-5.6-sol/table2_time_uncapped text-only, decided tasks (91 of 120) 91 28 63 30.8 %
appendix_text_only/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_capped text-only, decided tasks (119 of 120) 119 18 101 15.1 %
appendix_text_only/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped text-only, decided tasks (119 of 120) 119 19 100 16.0 %
appendix_text_only/rideapp/qwen__qwen3.5-122b-a10b/table2_time_uncapped text-only, decided tasks (119 of 120) 119 19 100 16.0 %

SUMMARY.md is the cross-site summary: pass rate by site and cell, by task type, and the failure reasons of every arm.

Pass rate per task type and failure reasons

Every failed attempt carries exactly one primary reason: the earliest requirement of the task that the attempt violated, read from the site's server-side evidence and the recorded trajectory. A passed attempt carries none. The reviewer assigns the reason while adjudicating the attempt; the vocabulary is closed. Counts are attempts. Each arm's folder holds the same tables (failure_analysis.md) and the task ids behind every count (failure_analysis.json); every row of attempts.jsonl carries failure_category.

runs/arenagram/deepseek__deepseek-v4-pro-0813/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 3 9 25.0 %
Type 2 · relative wait 36 4 32 11.1 %
Type 3 · absolute deadline 36 1 35 2.8 %
Type 4 · absolute window 48 0 48 0.0 %
All 132 8 124 6.1 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 12 19 31 25.0 %
Ran out of time before completing the required action Time requirement 8 10 23 25 66 53.2 %
Missed an earlier timed step Time requirement 0 20 0 4 24 19.4 %
Chose the wrong item, branch or value Choice or answer 0 2 0 0 2 1.6 %
Reported a wrong or ill-formed answer Choice or answer 1 0 0 0 1 0.8 %
All fails 9 32 35 48 124 100.0 %

runs/arenagram/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 4 8 33.3 %
Type 2 · relative wait 36 2 34 5.6 %
Type 3 · absolute deadline 36 1 35 2.8 %
Type 4 · absolute window 48 0 48 0.0 %
All 132 7 125 5.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 10 19 29 23.2 %
Ran out of time before completing the required action Time requirement 8 10 25 25 68 54.4 %
Missed an earlier timed step Time requirement 0 20 0 4 24 19.2 %
Chose the wrong item, branch or value Choice or answer 0 2 0 0 2 1.6 %
Reported a wrong or ill-formed answer Choice or answer 0 2 0 0 2 1.6 %
All fails 8 34 35 48 125 100.0 %

runs/arenagram/deepseek__deepseek-v4-pro-0813/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 4 8 33.3 %
Type 2 · relative wait 36 4 32 11.1 %
Type 3 · absolute deadline 36 2 34 5.6 %
Type 4 · absolute window 48 0 48 0.0 %
All 132 10 122 7.6 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 16 24 40 32.8 %
Ran out of time before completing the required action Time requirement 7 11 18 20 56 45.9 %
Missed an earlier timed step Time requirement 0 20 0 4 24 19.7 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 0.8 %
Could not operate the page correctly Operating the page 1 0 0 0 1 0.8 %
All fails 8 32 34 48 122 100.0 %

runs/arenagram/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 11 1 91.7 %
Type 2 · relative wait 36 11 25 30.6 %
Type 3 · absolute deadline 36 3 33 8.3 %
Type 4 · absolute window 48 3 45 6.2 %
All 132 28 104 21.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 1 30 38 69 66.3 %
Ran out of time before completing the required action Time requirement 0 0 3 3 6 5.8 %
Missed an earlier timed step Time requirement 0 20 0 4 24 23.1 %
Chose the wrong item, branch or value Choice or answer 0 2 0 0 2 1.9 %
Reported a wrong or ill-formed answer Choice or answer 0 2 0 0 2 1.9 %
Could not operate the page correctly Operating the page 1 0 0 0 1 1.0 %
All fails 1 25 33 45 104 100.0 %

runs/arenagram/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 11 1 91.7 %
Type 2 · relative wait 36 13 23 36.1 %
Type 3 · absolute deadline 36 3 33 8.3 %
Type 4 · absolute window 48 1 47 2.1 %
All 132 28 104 21.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 30 39 69 66.3 %
Ran out of time before completing the required action Time requirement 0 1 3 4 8 7.7 %
Missed an earlier timed step Time requirement 0 20 0 4 24 23.1 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 1.0 %
Could not operate the page correctly Operating the page 1 1 0 0 2 1.9 %
All fails 1 23 33 47 104 100.0 %

runs/arenagram/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 9 3 75.0 %
Type 2 · relative wait 36 15 21 41.7 %
Type 3 · absolute deadline 36 5 31 13.9 %
Type 4 · absolute window 48 4 44 8.3 %
All 132 33 99 25.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 29 39 68 68.7 %
Ran out of time before completing the required action Time requirement 0 1 1 1 3 3.0 %
Missed an earlier timed step Time requirement 0 20 0 4 24 24.2 %
Could not operate the page correctly Operating the page 3 0 1 0 4 4.0 %
All fails 3 21 31 44 99 100.0 %

runs/arenagram/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 6 6 50.0 %
Type 2 · relative wait 36 12 24 33.3 %
Type 3 · absolute deadline 36 16 20 44.4 %
Type 4 · absolute window 48 12 36 25.0 %
All 132 46 86 34.8 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 4 5 22 31 36.0 %
Ran out of time before completing the required action Time requirement 0 0 3 6 9 10.5 %
Missed an earlier timed step Time requirement 0 17 0 4 21 24.4 %
Misread the time requirement Time requirement 0 0 0 3 3 3.5 %
Chose the wrong item, branch or value Choice or answer 0 3 0 0 3 3.5 %
Reported a wrong or ill-formed answer Choice or answer 0 0 2 0 2 2.3 %
Could not operate the page correctly Operating the page 6 0 10 1 17 19.8 %
All fails 6 24 20 36 86 100.0 %

runs/arenagram/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 7 5 58.3 %
Type 2 · relative wait 36 12 24 33.3 %
Type 3 · absolute deadline 36 19 17 52.8 %
Type 4 · absolute window 48 12 36 25.0 %
All 132 50 82 37.9 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 6 24 32 39.0 %
Ran out of time before completing the required action Time requirement 0 0 0 4 4 4.9 %
Missed an earlier timed step Time requirement 0 18 0 4 22 26.8 %
Misread the time requirement Time requirement 0 0 0 1 1 1.2 %
Chose the wrong item, branch or value Choice or answer 0 3 0 0 3 3.7 %
Reported a wrong or ill-formed answer Choice or answer 0 0 2 0 2 2.4 %
Could not operate the page correctly Operating the page 5 1 9 3 18 22.0 %
All fails 5 24 17 36 82 100.0 %

runs/arenagram/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 5 7 41.7 %
Type 2 · relative wait 36 14 22 38.9 %
Type 3 · absolute deadline 36 20 16 55.6 %
Type 4 · absolute window 48 19 29 39.6 %
All 132 58 74 43.9 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 5 2 15 22 29.7 %
Ran out of time before completing the required action Time requirement 0 0 0 3 3 4.1 %
Missed an earlier timed step Time requirement 0 13 0 4 17 23.0 %
Acted on information read earlier without re-checking Choice or answer 0 0 0 1 1 1.4 %
Chose the wrong item, branch or value Choice or answer 0 4 1 1 6 8.1 %
Reported a wrong or ill-formed answer Choice or answer 0 0 2 0 2 2.7 %
Could not operate the page correctly Operating the page 7 0 11 5 23 31.1 %
All fails 7 22 16 29 74 100.0 %

runs/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 4 8 33.3 %
Type 2 · relative wait 36 1 35 2.8 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 3 45 6.2 %
All 132 8 124 6.1 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 13 21 34 27.4 %
Ran out of time before completing the required action Time requirement 0 1 17 17 35 28.2 %
Missed an earlier timed step Time requirement 0 21 0 7 28 22.6 %
Chose the wrong item, branch or value Choice or answer 3 9 2 0 14 11.3 %
Reported a wrong or ill-formed answer Choice or answer 4 3 1 0 8 6.5 %
Could not operate the page correctly Operating the page 1 1 3 0 5 4.0 %
All fails 8 35 36 45 124 100.0 %

runs/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 5 7 41.7 %
Type 2 · relative wait 36 0 36 0.0 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 3 45 6.2 %
All 132 8 124 6.1 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 17 23 40 32.3 %
Ran out of time before completing the required action Time requirement 1 4 16 17 38 30.6 %
Missed an earlier timed step Time requirement 0 20 0 5 25 20.2 %
Chose the wrong item, branch or value Choice or answer 2 6 0 0 8 6.5 %
Reported a wrong or ill-formed answer Choice or answer 3 4 2 0 9 7.3 %
Could not operate the page correctly Operating the page 1 2 1 0 4 3.2 %
All fails 7 36 36 45 124 100.0 %

runs/arenagram/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 6 6 50.0 %
Type 2 · relative wait 36 2 34 5.6 %
Type 3 · absolute deadline 36 1 35 2.8 %
Type 4 · absolute window 48 2 46 4.2 %
All 132 11 121 8.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 17 27 44 36.4 %
Ran out of time before completing the required action Time requirement 0 0 11 14 25 20.7 %
Missed an earlier timed step Time requirement 0 20 0 4 24 19.8 %
Chose the wrong item, branch or value Choice or answer 1 4 1 1 7 5.8 %
Reported a wrong or ill-formed answer Choice or answer 3 4 3 0 10 8.3 %
Could not operate the page correctly Operating the page 2 6 3 0 11 9.1 %
All fails 6 34 35 46 121 100.0 %

runs/auction/deepseek__deepseek-v4-pro-0813/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 2 6 25.0 %
Type 2 · relative wait 28 0 28 0.0 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 2 98 2.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 15 6 23 23.5 %
Ran out of time before completing the required action Time requirement 6 26 17 7 56 57.1 %
Missed an earlier timed step Time requirement 0 0 0 19 19 19.4 %
All fails 6 28 32 32 98 100.0 %

runs/auction/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 2 6 25.0 %
Type 2 · relative wait 28 0 28 0.0 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 2 98 2.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 1 12 2 15 15.3 %
Ran out of time before completing the required action Time requirement 6 27 20 10 63 64.3 %
Missed an earlier timed step Time requirement 0 0 0 20 20 20.4 %
All fails 6 28 32 32 98 100.0 %

runs/auction/deepseek__deepseek-v4-pro-0813/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 3 5 37.5 %
Type 2 · relative wait 28 0 28 0.0 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 3 97 3.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 4 16 1 21 21.6 %
Ran out of time before completing the required action Time requirement 5 24 16 11 56 57.7 %
Missed an earlier timed step Time requirement 0 0 0 20 20 20.6 %
All fails 5 28 32 32 97 100.0 %

runs/auction/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 8 0 100.0 %
Type 2 · relative wait 28 4 24 14.3 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 12 88 12.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 10 30 9 49 55.7 %
Ran out of time before completing the required action Time requirement 0 7 2 16 25 28.4 %
Missed an earlier timed step Time requirement 0 0 0 5 5 5.7 %
Acted on information read earlier without re-checking Choice or answer 0 6 0 0 6 6.8 %
Chose the wrong item, branch or value Choice or answer 0 1 0 2 3 3.4 %
All fails 0 24 32 32 88 100.0 %

runs/auction/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 8 0 100.0 %
Type 2 · relative wait 28 5 23 17.9 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 13 87 13.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 9 30 17 56 64.4 %
Ran out of time before completing the required action Time requirement 0 7 2 11 20 23.0 %
Missed an earlier timed step Time requirement 0 0 0 4 4 4.6 %
Misread the time requirement Time requirement 0 1 0 0 1 1.1 %
Acted on information read earlier without re-checking Choice or answer 0 5 0 0 5 5.7 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 1.1 %
All fails 0 23 32 32 87 100.0 %

runs/auction/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 7 1 87.5 %
Type 2 · relative wait 28 11 17 39.3 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 18 82 18.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 6 32 16 54 65.9 %
Ran out of time before completing the required action Time requirement 1 5 0 8 14 17.1 %
Missed an earlier timed step Time requirement 0 0 0 7 7 8.5 %
Acted on information read earlier without re-checking Choice or answer 0 4 0 0 4 4.9 %
Chose the wrong item, branch or value Choice or answer 0 2 0 1 3 3.7 %
All fails 1 17 32 32 82 100.0 %

runs/auction/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 8 0 100.0 %
Type 2 · relative wait 28 11 17 39.3 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 3 29 9.4 %
All 100 22 78 22.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 16 15 31 39.7 %
Ran out of time before completing the required action Time requirement 0 0 16 4 20 25.6 %
Missed an earlier timed step Time requirement 0 0 0 5 5 6.4 %
Misread the time requirement Time requirement 0 2 0 0 2 2.6 %
Acted on information read earlier without re-checking Choice or answer 0 15 0 0 15 19.2 %
Chose the wrong item, branch or value Choice or answer 0 0 0 5 5 6.4 %
All fails 0 17 32 29 78 100.0 %

runs/auction/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 7 1 87.5 %
Type 2 · relative wait 28 10 18 35.7 %
Type 3 · absolute deadline 32 1 31 3.1 %
Type 4 · absolute window 32 6 26 18.8 %
All 100 24 76 24.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 13 12 25 32.9 %
Ran out of time before completing the required action Time requirement 1 1 18 5 25 32.9 %
Missed an earlier timed step Time requirement 0 0 0 4 4 5.3 %
Acted on information read earlier without re-checking Choice or answer 0 15 0 0 15 19.7 %
Chose the wrong item, branch or value Choice or answer 0 2 0 5 7 9.2 %
All fails 1 18 31 26 76 100.0 %

runs/auction/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 8 0 100.0 %
Type 2 · relative wait 28 10 18 35.7 %
Type 3 · absolute deadline 32 11 21 34.4 %
Type 4 · absolute window 32 11 21 34.4 %
All 100 40 60 40.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 2 7 9 15.0 %
Ran out of time before completing the required action Time requirement 0 0 19 8 27 45.0 %
Missed an earlier timed step Time requirement 0 0 0 3 3 5.0 %
Acted on information read earlier without re-checking Choice or answer 0 16 0 0 16 26.7 %
Chose the wrong item, branch or value Choice or answer 0 2 0 3 5 8.3 %
All fails 0 18 21 21 60 100.0 %

runs/auction/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 28 0 28 0.0 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 0 100 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 17 0 19 19.0 %
Ran out of time before completing the required action Time requirement 4 16 15 2 37 37.0 %
Missed an earlier timed step Time requirement 0 7 0 30 37 37.0 %
Chose the wrong item, branch or value Choice or answer 4 3 0 0 7 7.0 %
All fails 8 28 32 32 100 100.0 %

runs/auction/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 2 6 25.0 %
Type 2 · relative wait 28 1 27 3.6 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 3 97 3.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 3 16 1 20 20.6 %
Ran out of time before completing the required action Time requirement 4 19 16 15 54 55.7 %
Missed an earlier timed step Time requirement 0 4 0 16 20 20.6 %
Chose the wrong item, branch or value Choice or answer 2 1 0 0 3 3.1 %
All fails 6 27 32 32 97 100.0 %

runs/auction/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 1 7 12.5 %
Type 2 · relative wait 28 1 27 3.6 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 2 98 2.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 18 3 21 21.4 %
Ran out of time before completing the required action Time requirement 5 16 14 10 45 45.9 %
Missed an earlier timed step Time requirement 0 1 0 19 20 20.4 %
Acted on information read earlier without re-checking Choice or answer 1 4 0 0 5 5.1 %
Chose the wrong item, branch or value Choice or answer 1 6 0 0 7 7.1 %
All fails 7 27 32 32 98 100.0 %

runs/cross_website/deepseek__deepseek-v4-pro-0813/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 1 7 12.5 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 1 23 4.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 0 1 0 0 1 4.3 %
Missed an earlier timed step Time requirement 0 7 0 0 7 30.4 %
Reported a wrong or ill-formed answer Choice or answer 1 0 0 0 1 4.3 %
Could not operate the page correctly Operating the page 6 0 4 4 14 60.9 %
All fails 7 8 4 4 23 100.0 %

runs/cross_website/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 0 1 0 0 1 4.2 %
Missed an earlier timed step Time requirement 0 7 0 0 7 29.2 %
Reported a wrong or ill-formed answer Choice or answer 2 0 0 0 2 8.3 %
Could not operate the page correctly Operating the page 6 0 4 4 14 58.3 %
All fails 8 8 4 4 24 100.0 %

runs/cross_website/deepseek__deepseek-v4-pro-0813/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 1 7 12.5 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 1 23 4.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 0 2 0 0 2 8.7 %
Missed an earlier timed step Time requirement 0 6 0 0 6 26.1 %
Reported a wrong or ill-formed answer Choice or answer 1 0 0 0 1 4.3 %
Could not operate the page correctly Operating the page 6 0 4 4 14 60.9 %
All fails 7 8 4 4 23 100.0 %

runs/cross_website/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 1 7 12.5 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 1 23 4.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 8 0 0 8 34.8 %
Reported a wrong or ill-formed answer Choice or answer 3 0 0 0 3 13.0 %
Could not operate the page correctly Operating the page 4 0 4 4 12 52.2 %
All fails 7 8 4 4 23 100.0 %

runs/cross_website/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 8 1 7 12.5 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 1 23 4.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 1 0 1 4.3 %
Ran out of time before completing the required action Time requirement 1 0 0 0 1 4.3 %
Missed an earlier timed step Time requirement 0 7 0 0 7 30.4 %
Reported a wrong or ill-formed answer Choice or answer 5 0 0 0 5 21.7 %
Could not operate the page correctly Operating the page 2 0 3 4 9 39.1 %
All fails 8 7 4 4 23 100.0 %

runs/cross_website/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 8 0 0 8 33.3 %
Reported a wrong or ill-formed answer Choice or answer 4 0 0 0 4 16.7 %
Could not operate the page correctly Operating the page 4 0 4 4 12 50.0 %
All fails 8 8 4 4 24 100.0 %

runs/cross_website/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 3 5 37.5 %
Type 2 · relative wait 8 6 2 75.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 9 15 37.5 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 2 0 0 2 13.3 %
Could not operate the page correctly Operating the page 5 0 4 4 13 86.7 %
All fails 5 2 4 4 15 100.0 %

runs/cross_website/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 4 4 50.0 %
Type 2 · relative wait 8 4 4 50.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 8 16 33.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 4 0 0 4 25.0 %
Could not operate the page correctly Operating the page 4 0 4 4 12 75.0 %
All fails 4 4 4 4 16 100.0 %

runs/cross_website/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 3 5 37.5 %
Type 2 · relative wait 8 4 4 50.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 7 17 29.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 2 0 0 2 11.8 %
Chose the wrong item, branch or value Choice or answer 1 1 0 0 2 11.8 %
Reported a wrong or ill-formed answer Choice or answer 0 1 0 0 1 5.9 %
Could not operate the page correctly Operating the page 4 0 4 4 12 70.6 %
All fails 5 4 4 4 17 100.0 %

runs/cross_website/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 2 0 0 0 2 8.3 %
Missed an earlier timed step Time requirement 0 6 0 0 6 25.0 %
Could not operate the page correctly Operating the page 6 2 4 4 16 66.7 %
All fails 8 8 4 4 24 100.0 %

runs/cross_website/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 0 1 0 0 1 4.2 %
Missed an earlier timed step Time requirement 0 4 0 0 4 16.7 %
Acted on information read earlier without re-checking Choice or answer 0 1 0 0 1 4.2 %
Chose the wrong item, branch or value Choice or answer 1 0 0 0 1 4.2 %
Could not operate the page correctly Operating the page 7 2 4 4 17 70.8 %
All fails 8 8 4 4 24 100.0 %

runs/cross_website/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 0 8 0.0 %
Type 2 · relative wait 8 0 8 0.0 %
Type 3 · absolute deadline 4 0 4 0.0 %
Type 4 · absolute window 4 0 4 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 1 0 0 0 1 4.2 %
Missed an earlier timed step Time requirement 0 6 0 0 6 25.0 %
Chose the wrong item, branch or value Choice or answer 3 0 0 0 3 12.5 %
Could not operate the page correctly Operating the page 4 2 4 4 14 58.3 %
All fails 8 8 4 4 24 100.0 %

runs/cross_website_deadline/deepseek__deepseek-v4-pro-0813/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 1 0 1 4.2 %
Ran out of time before completing the required action Time requirement 1 2 3 12.5 %
Missed an earlier timed step Time requirement 0 7 7 29.2 %
Reported a wrong or ill-formed answer Choice or answer 1 0 1 4.2 %
Could not operate the page correctly Operating the page 9 3 12 50.0 %
All fails 12 12 24 100.0 %

runs/cross_website_deadline/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 2 1 3 12.5 %
Missed an earlier timed step Time requirement 0 6 6 25.0 %
Reported a wrong or ill-formed answer Choice or answer 1 0 1 4.2 %
Could not operate the page correctly Operating the page 9 5 14 58.3 %
All fails 12 12 24 100.0 %

runs/cross_website_deadline/deepseek__deepseek-v4-pro-0813/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 1 11 8.3 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 1 23 4.2 %
Failure reason Kind Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 1 1 2 8.7 %
Missed an earlier timed step Time requirement 0 6 6 26.1 %
Reported a wrong or ill-formed answer Choice or answer 1 1 2 8.7 %
Could not operate the page correctly Operating the page 9 4 13 56.5 %
All fails 11 12 23 100.0 %

runs/cross_website_deadline/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 1 11 8.3 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 1 23 4.2 %
Failure reason Kind Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 8 8 34.8 %
Reported a wrong or ill-formed answer Choice or answer 4 0 4 17.4 %
Could not operate the page correctly Operating the page 7 4 11 47.8 %
All fails 11 12 23 100.0 %

runs/cross_website_deadline/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 8 8 33.3 %
Reported a wrong or ill-formed answer Choice or answer 4 0 4 16.7 %
Could not operate the page correctly Operating the page 8 4 12 50.0 %
All fails 12 12 24 100.0 %

runs/cross_website_deadline/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 1 0 1 4.2 %
Missed an earlier timed step Time requirement 0 8 8 33.3 %
Reported a wrong or ill-formed answer Choice or answer 3 0 3 12.5 %
Could not operate the page correctly Operating the page 8 4 12 50.0 %
All fails 12 12 24 100.0 %

runs/cross_website_deadline/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 3 9 25.0 %
Type 4 · absolute window 12 5 7 41.7 %
All 24 8 16 33.3 %
Failure reason Kind Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 2 2 12.5 %
Chose the wrong item, branch or value Choice or answer 0 1 1 6.2 %
Could not operate the page correctly Operating the page 9 4 13 81.2 %
All fails 9 7 16 100.0 %

runs/cross_website_deadline/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 3 9 25.0 %
Type 4 · absolute window 12 2 10 16.7 %
All 24 5 19 20.8 %
Failure reason Kind Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 5 5 26.3 %
Chose the wrong item, branch or value Choice or answer 1 1 2 10.5 %
Could not operate the page correctly Operating the page 8 4 12 63.2 %
All fails 9 10 19 100.0 %

runs/cross_website_deadline/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 3 9 25.0 %
Type 4 · absolute window 12 3 9 25.0 %
All 24 6 18 25.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 3 3 16.7 %
Chose the wrong item, branch or value Choice or answer 1 1 2 11.1 %
Could not operate the page correctly Operating the page 8 5 13 72.2 %
All fails 9 9 18 100.0 %

runs/cross_website_deadline/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Missed an earlier timed step Time requirement 0 7 7 29.2 %
Could not operate the page correctly Operating the page 12 5 17 70.8 %
All fails 12 12 24 100.0 %

runs/cross_website_deadline/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 1 0 1 4.2 %
Missed an earlier timed step Time requirement 0 7 7 29.2 %
Could not operate the page correctly Operating the page 11 5 16 66.7 %
All fails 12 12 24 100.0 %

runs/cross_website_deadline/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 3 · absolute deadline 12 0 12 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 24 0 24 0.0 %
Failure reason Kind Type 3 Type 4 All fails Share
Ran out of time before completing the required action Time requirement 2 1 3 12.5 %
Missed an earlier timed step Time requirement 0 6 6 25.0 %
Could not operate the page correctly Operating the page 10 5 15 62.5 %
All fails 12 12 24 100.0 %

runs/rideapp/deepseek__deepseek-v4-pro-0813/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 15 9 62.5 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 27 93 22.5 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 35 6 41 44.1 %
Ran out of time before completing the required action Time requirement 0 9 1 1 11 11.8 %
Missed an earlier timed step Time requirement 0 0 0 39 39 41.9 %
Misread the time requirement Time requirement 0 0 0 2 2 2.2 %
All fails 0 9 36 48 93 100.0 %

runs/rideapp/deepseek__deepseek-v4-pro-0813/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 14 10 58.3 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 26 94 21.7 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 36 4 40 42.6 %
Ran out of time before completing the required action Time requirement 0 8 0 1 9 9.6 %
Missed an earlier timed step Time requirement 0 0 0 42 42 44.7 %
Misread the time requirement Time requirement 0 0 0 1 1 1.1 %
Could not operate the page correctly Operating the page 0 2 0 0 2 2.1 %
All fails 0 10 36 48 94 100.0 %

runs/rideapp/deepseek__deepseek-v4-pro-0813/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 11 1 91.7 %
Type 2 · relative wait 24 14 10 58.3 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 25 95 20.8 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 34 5 39 41.1 %
Ran out of time before completing the required action Time requirement 1 6 2 0 9 9.5 %
Missed an earlier timed step Time requirement 0 1 0 42 43 45.3 %
Misread the time requirement Time requirement 0 0 0 1 1 1.1 %
Could not operate the page correctly Operating the page 0 3 0 0 3 3.2 %
All fails 1 10 36 48 95 100.0 %

runs/rideapp/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 14 10 58.3 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 26 94 21.7 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 36 5 41 43.6 %
Missed an earlier timed step Time requirement 0 6 0 43 49 52.1 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 1.1 %
Reported a wrong or ill-formed answer Choice or answer 0 3 0 0 3 3.2 %
All fails 0 10 36 48 94 100.0 %

runs/rideapp/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 9 3 75.0 %
Type 2 · relative wait 24 20 4 83.3 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 29 91 24.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 36 10 46 50.5 %
Missed an earlier timed step Time requirement 0 1 0 38 39 42.9 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 1.1 %
Reported a wrong or ill-formed answer Choice or answer 3 1 0 0 4 4.4 %
Could not operate the page correctly Operating the page 0 1 0 0 1 1.1 %
All fails 3 4 36 48 91 100.0 %

runs/rideapp/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 11 1 91.7 %
Type 2 · relative wait 24 19 5 79.2 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 30 90 25.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 35 8 43 47.8 %
Ran out of time before completing the required action Time requirement 0 0 1 0 1 1.1 %
Missed an earlier timed step Time requirement 0 0 0 40 40 44.4 %
Reported a wrong or ill-formed answer Choice or answer 1 4 0 0 5 5.6 %
Could not operate the page correctly Operating the page 0 1 0 0 1 1.1 %
All fails 1 5 36 48 90 100.0 %

runs/rideapp/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 12 12 50.0 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 1 47 2.1 %
All 120 25 95 20.8 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 27 6 33 34.7 %
Ran out of time before completing the required action Time requirement 0 0 9 5 14 14.7 %
Missed an earlier timed step Time requirement 0 9 0 36 45 47.4 %
Chose the wrong item, branch or value Choice or answer 0 3 0 0 3 3.2 %
All fails 0 12 36 47 95 100.0 %

runs/rideapp/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 20 4 83.3 %
Type 3 · absolute deadline 36 3 33 8.3 %
Type 4 · absolute window 48 4 44 8.3 %
All 120 39 81 32.5 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 23 7 30 37.0 %
Ran out of time before completing the required action Time requirement 0 0 10 3 13 16.0 %
Missed an earlier timed step Time requirement 0 0 0 33 33 40.7 %
Chose the wrong item, branch or value Choice or answer 0 1 0 1 2 2.5 %
Reported a wrong or ill-formed answer Choice or answer 0 3 0 0 3 3.7 %
All fails 0 4 33 44 81 100.0 %

runs/rideapp/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 21 3 87.5 %
Type 3 · absolute deadline 36 2 34 5.6 %
Type 4 · absolute window 48 17 31 35.4 %
All 120 52 68 43.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 19 7 26 38.2 %
Ran out of time before completing the required action Time requirement 0 0 15 8 23 33.8 %
Missed an earlier timed step Time requirement 0 3 0 15 18 26.5 %
Could not operate the page correctly Operating the page 0 0 0 1 1 1.5 %
All fails 0 3 34 31 68 100.0 %

runs/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 8 4 66.7 %
Type 2 · relative wait 24 7 17 29.2 %
Type 3 · absolute deadline 36 3 33 8.3 %
Type 4 · absolute window 48 1 47 2.1 %
All 120 19 101 15.8 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 29 5 34 33.7 %
Ran out of time before completing the required action Time requirement 0 0 4 0 4 4.0 %
Missed an earlier timed step Time requirement 0 14 0 40 54 53.5 %
Misread the time requirement Time requirement 0 0 0 2 2 2.0 %
Chose the wrong item, branch or value Choice or answer 1 2 0 0 3 3.0 %
Reported a wrong or ill-formed answer Choice or answer 2 0 0 0 2 2.0 %
Could not operate the page correctly Operating the page 1 1 0 0 2 2.0 %
All fails 4 17 33 47 101 100.0 %

runs/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 10 2 83.3 %
Type 2 · relative wait 24 13 11 54.2 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 23 97 19.2 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 30 3 33 34.0 %
Ran out of time before completing the required action Time requirement 0 0 6 1 7 7.2 %
Missed an earlier timed step Time requirement 0 8 0 44 52 53.6 %
Chose the wrong item, branch or value Choice or answer 1 2 0 0 3 3.1 %
Reported a wrong or ill-formed answer Choice or answer 1 1 0 0 2 2.1 %
All fails 2 11 36 48 97 100.0 %

runs/rideapp/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 6 6 50.0 %
Type 2 · relative wait 24 7 17 29.2 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 120 13 107 10.8 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 31 7 38 35.5 %
Ran out of time before completing the required action Time requirement 0 0 4 2 6 5.6 %
Missed an earlier timed step Time requirement 0 12 0 39 51 47.7 %
Chose the wrong item, branch or value Choice or answer 3 4 1 0 8 7.5 %
Reported a wrong or ill-formed answer Choice or answer 3 0 0 0 3 2.8 %
Could not operate the page correctly Operating the page 0 1 0 0 1 0.9 %
All fails 6 17 36 48 107 100.0 %

appendix_text_only/arenagram/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 3 0 100.0 %
Type 2 · relative wait 9 4 5 44.4 %
Type 3 · absolute deadline 9 1 8 11.1 %
Type 4 · absolute window 12 2 10 16.7 %
All 33 10 23 30.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 8 8 16 69.6 %
Ran out of time before completing the required action Time requirement 0 0 0 1 1 4.3 %
Missed an earlier timed step Time requirement 0 5 0 1 6 26.1 %
All fails 0 5 8 10 23 100.0 %

appendix_text_only/arenagram/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 3 0 100.0 %
Type 2 · relative wait 9 3 6 33.3 %
Type 3 · absolute deadline 9 1 8 11.1 %
Type 4 · absolute window 12 2 10 16.7 %
All 33 9 24 27.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 8 8 16 66.7 %
Ran out of time before completing the required action Time requirement 0 1 0 1 2 8.3 %
Missed an earlier timed step Time requirement 0 5 0 1 6 25.0 %
All fails 0 6 8 10 24 100.0 %

appendix_text_only/arenagram/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 2 1 66.7 %
Type 2 · relative wait 9 2 7 22.2 %
Type 3 · absolute deadline 9 0 9 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 33 4 29 12.1 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 9 10 19 65.5 %
Ran out of time before completing the required action Time requirement 0 1 0 1 2 6.9 %
Missed an earlier timed step Time requirement 0 5 0 1 6 20.7 %
Reported a wrong or ill-formed answer Choice or answer 0 1 0 0 1 3.4 %
Could not operate the page correctly Operating the page 1 0 0 0 1 3.4 %
All fails 1 7 9 12 29 100.0 %

appendix_text_only/arenagram/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 2 1 66.7 %
Type 2 · relative wait 9 3 6 33.3 %
Type 3 · absolute deadline 9 3 6 33.3 %
Type 4 · absolute window 12 2 10 16.7 %
All 33 10 23 30.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 4 7 11 47.8 %
Ran out of time before completing the required action Time requirement 0 0 0 1 1 4.3 %
Missed an earlier timed step Time requirement 0 5 0 1 6 26.1 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 4.3 %
Reported a wrong or ill-formed answer Choice or answer 0 0 1 0 1 4.3 %
Could not operate the page correctly Operating the page 1 0 1 1 3 13.0 %
All fails 1 6 6 10 23 100.0 %

appendix_text_only/arenagram/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 2 1 66.7 %
Type 2 · relative wait 9 3 6 33.3 %
Type 3 · absolute deadline 9 4 5 44.4 %
Type 4 · absolute window 12 2 10 16.7 %
All 33 11 22 33.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 1 5 6 27.3 %
Ran out of time before completing the required action Time requirement 0 0 0 3 3 13.6 %
Missed an earlier timed step Time requirement 0 5 0 1 6 27.3 %
Misread the time requirement Time requirement 0 0 0 1 1 4.5 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 4.5 %
Reported a wrong or ill-formed answer Choice or answer 0 0 1 0 1 4.5 %
Could not operate the page correctly Operating the page 1 0 3 0 4 18.2 %
All fails 1 6 5 10 22 100.0 %

appendix_text_only/arenagram/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 7 5 58.3 %
Type 2 · relative wait 9 3 6 33.3 %
Type 3 · absolute deadline 36 11 25 30.6 %
Type 4 · absolute window 42 7 35 16.7 %
All 99 28 71 28.3 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 11 14 27 38.0 %
Ran out of time before completing the required action Time requirement 0 0 5 13 18 25.4 %
Missed an earlier timed step Time requirement 0 3 0 4 7 9.9 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 1.4 %
Reported a wrong or ill-formed answer Choice or answer 0 0 1 0 1 1.4 %
Could not operate the page correctly Operating the page 5 0 8 4 17 23.9 %
All fails 5 6 25 35 71 100.0 %

appendix_text_only/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 10 7 3 70.0 %
Type 2 · relative wait 36 1 35 2.8 %
Type 3 · absolute deadline 36 0 36 0.0 %
Type 4 · absolute window 48 1 47 2.1 %
All 130 9 121 6.9 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 16 23 39 32.2 %
Ran out of time before completing the required action Time requirement 0 3 15 16 34 28.1 %
Missed an earlier timed step Time requirement 0 21 0 6 27 22.3 %
Chose the wrong item, branch or value Choice or answer 0 6 3 1 10 8.3 %
Reported a wrong or ill-formed answer Choice or answer 0 4 1 0 5 4.1 %
Could not operate the page correctly Operating the page 3 1 1 1 6 5.0 %
All fails 3 35 36 47 121 100.0 %

appendix_text_only/arenagram/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 9 4 5 44.4 %
Type 2 · relative wait 24 0 24 0.0 %
Type 3 · absolute deadline 30 0 30 0.0 %
Type 4 · absolute window 38 1 37 2.6 %
All 101 5 96 5.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 10 21 31 32.3 %
Ran out of time before completing the required action Time requirement 0 1 20 11 32 33.3 %
Missed an earlier timed step Time requirement 0 20 0 5 25 26.0 %
Chose the wrong item, branch or value Choice or answer 2 1 0 0 3 3.1 %
Reported a wrong or ill-formed answer Choice or answer 1 1 0 0 2 2.1 %
Could not operate the page correctly Operating the page 2 1 0 0 3 3.1 %
All fails 5 24 30 37 96 100.0 %

appendix_text_only/arenagram/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 2 1 66.7 %
Type 2 · relative wait 9 0 9 0.0 %
Type 3 · absolute deadline 9 0 9 0.0 %
Type 4 · absolute window 12 2 10 16.7 %
All 33 4 29 12.1 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 3 6 9 31.0 %
Ran out of time before completing the required action Time requirement 0 1 3 2 6 20.7 %
Missed an earlier timed step Time requirement 0 5 2 2 9 31.0 %
Chose the wrong item, branch or value Choice or answer 0 1 0 0 1 3.4 %
Reported a wrong or ill-formed answer Choice or answer 1 1 1 0 3 10.3 %
Could not operate the page correctly Operating the page 0 1 0 0 1 3.4 %
All fails 1 9 9 10 29 100.0 %

appendix_text_only/auction/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 2 0 100.0 %
Type 2 · relative wait 7 1 6 14.3 %
Type 3 · absolute deadline 8 0 8 0.0 %
Type 4 · absolute window 8 0 8 0.0 %
All 25 3 22 12.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 5 8 5 18 81.8 %
Ran out of time before completing the required action Time requirement 0 1 0 1 2 9.1 %
Missed an earlier timed step Time requirement 0 0 0 2 2 9.1 %
All fails 0 6 8 8 22 100.0 %

appendix_text_only/auction/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 2 0 100.0 %
Type 2 · relative wait 7 3 4 42.9 %
Type 3 · absolute deadline 8 0 8 0.0 %
Type 4 · absolute window 8 0 8 0.0 %
All 25 5 20 20.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 8 5 15 75.0 %
Ran out of time before completing the required action Time requirement 0 1 0 2 3 15.0 %
Missed an earlier timed step Time requirement 0 0 0 1 1 5.0 %
Acted on information read earlier without re-checking Choice or answer 0 1 0 0 1 5.0 %
All fails 0 4 8 8 20 100.0 %

appendix_text_only/auction/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 2 0 100.0 %
Type 2 · relative wait 7 3 4 42.9 %
Type 3 · absolute deadline 8 0 8 0.0 %
Type 4 · absolute window 8 0 8 0.0 %
All 25 5 20 20.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 1 8 2 11 55.0 %
Ran out of time before completing the required action Time requirement 0 1 0 2 3 15.0 %
Missed an earlier timed step Time requirement 0 0 0 2 2 10.0 %
Acted on information read earlier without re-checking Choice or answer 0 2 0 0 2 10.0 %
Chose the wrong item, branch or value Choice or answer 0 0 0 2 2 10.0 %
All fails 0 4 8 8 20 100.0 %

appendix_text_only/auction/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 2 0 100.0 %
Type 2 · relative wait 7 2 5 28.6 %
Type 3 · absolute deadline 8 0 8 0.0 %
Type 4 · absolute window 8 1 7 12.5 %
All 25 5 20 20.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 4 1 5 25.0 %
Ran out of time before completing the required action Time requirement 0 0 3 3 6 30.0 %
Missed an earlier timed step Time requirement 0 0 0 1 1 5.0 %
Misread the time requirement Time requirement 0 1 0 0 1 5.0 %
Acted on information read earlier without re-checking Choice or answer 0 3 0 0 3 15.0 %
Chose the wrong item, branch or value Choice or answer 0 1 1 2 4 20.0 %
All fails 0 5 8 7 20 100.0 %

appendix_text_only/auction/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 2 0 100.0 %
Type 2 · relative wait 7 2 5 28.6 %
Type 3 · absolute deadline 8 0 8 0.0 %
Type 4 · absolute window 8 0 8 0.0 %
All 25 4 21 16.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 3 2 5 23.8 %
Ran out of time before completing the required action Time requirement 0 0 5 3 8 38.1 %
Missed an earlier timed step Time requirement 0 0 0 2 2 9.5 %
Misread the time requirement Time requirement 0 1 0 0 1 4.8 %
Acted on information read earlier without re-checking Choice or answer 0 3 0 0 3 14.3 %
Chose the wrong item, branch or value Choice or answer 0 1 0 1 2 9.5 %
All fails 0 5 8 8 21 100.0 %

appendix_text_only/auction/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 8 0 100.0 %
Type 2 · relative wait 28 9 19 32.1 %
Type 3 · absolute deadline 32 4 28 12.5 %
Type 4 · absolute window 32 12 20 37.5 %
All 100 33 67 33.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 7 4 11 16.4 %
Ran out of time before completing the required action Time requirement 0 0 20 10 30 44.8 %
Missed an earlier timed step Time requirement 0 0 0 2 2 3.0 %
Acted on information read earlier without re-checking Choice or answer 0 19 0 0 19 28.4 %
Chose the wrong item, branch or value Choice or answer 0 0 1 4 5 7.5 %
All fails 0 19 28 20 67 100.0 %

appendix_text_only/auction/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 8 2 6 25.0 %
Type 2 · relative wait 28 0 28 0.0 %
Type 3 · absolute deadline 32 0 32 0.0 %
Type 4 · absolute window 32 0 32 0.0 %
All 100 2 98 2.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 4 15 0 19 19.4 %
Ran out of time before completing the required action Time requirement 3 15 17 12 47 48.0 %
Missed an earlier timed step Time requirement 0 7 0 18 25 25.5 %
Chose the wrong item, branch or value Choice or answer 2 2 0 2 6 6.1 %
Could not operate the page correctly Operating the page 1 0 0 0 1 1.0 %
All fails 6 28 32 32 98 100.0 %

appendix_text_only/auction/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 0 2 0.0 %
Type 2 · relative wait 12 0 12 0.0 %
Type 3 · absolute deadline 25 0 25 0.0 %
Type 4 · absolute window 10 0 10 0.0 %
All 49 0 49 0.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 20 0 22 44.9 %
Ran out of time before completing the required action Time requirement 1 5 5 5 16 32.7 %
Missed an earlier timed step Time requirement 0 4 0 3 7 14.3 %
Chose the wrong item, branch or value Choice or answer 1 1 0 2 4 8.2 %
All fails 2 12 25 10 49 100.0 %

appendix_text_only/auction/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 2 1 1 50.0 %
Type 2 · relative wait 7 0 7 0.0 %
Type 3 · absolute deadline 8 0 8 0.0 %
Type 4 · absolute window 8 0 8 0.0 %
All 25 1 24 4.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 2 3 0 5 20.8 %
Ran out of time before completing the required action Time requirement 1 2 5 2 10 41.7 %
Missed an earlier timed step Time requirement 0 0 0 4 4 16.7 %
Chose the wrong item, branch or value Choice or answer 0 3 0 2 5 20.8 %
All fails 1 7 8 8 24 100.0 %

appendix_text_only/rideapp/google__gemini-3.8-flash/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 3 0 100.0 %
Type 2 · relative wait 6 5 1 83.3 %
Type 3 · absolute deadline 9 0 9 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 30 8 22 26.7 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 9 2 11 50.0 %
Missed an earlier timed step Time requirement 0 0 0 10 10 45.5 %
Reported a wrong or ill-formed answer Choice or answer 0 1 0 0 1 4.5 %
All fails 0 1 9 12 22 100.0 %

appendix_text_only/rideapp/google__gemini-3.8-flash/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 3 0 100.0 %
Type 2 · relative wait 6 5 1 83.3 %
Type 3 · absolute deadline 9 0 9 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 30 8 22 26.7 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 9 1 10 45.5 %
Missed an earlier timed step Time requirement 0 0 0 11 11 50.0 %
Reported a wrong or ill-formed answer Choice or answer 0 1 0 0 1 4.5 %
All fails 0 1 9 12 22 100.0 %

appendix_text_only/rideapp/google__gemini-3.8-flash/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 3 3 0 100.0 %
Type 2 · relative wait 6 5 1 83.3 %
Type 3 · absolute deadline 9 0 9 0.0 %
Type 4 · absolute window 12 0 12 0.0 %
All 30 8 22 26.7 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 9 1 10 45.5 %
Ran out of time before completing the required action Time requirement 0 0 0 1 1 4.5 %
Missed an earlier timed step Time requirement 0 0 0 10 10 45.5 %
Reported a wrong or ill-formed answer Choice or answer 0 1 0 0 1 4.5 %
All fails 0 1 9 12 22 100.0 %

appendix_text_only/rideapp/openai__gpt-5.6-sol/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 24 13 11 54.2 %
Type 3 · absolute deadline 35 2 33 5.7 %
Type 4 · absolute window 48 5 43 10.4 %
All 119 32 87 26.9 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 28 12 40 46.0 %
Ran out of time before completing the required action Time requirement 0 0 5 3 8 9.2 %
Missed an earlier timed step Time requirement 0 8 0 28 36 41.4 %
Chose the wrong item, branch or value Choice or answer 0 2 0 0 2 2.3 %
Reported a wrong or ill-formed answer Choice or answer 0 1 0 0 1 1.1 %
All fails 0 11 33 43 87 100.0 %

appendix_text_only/rideapp/openai__gpt-5.6-sol/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 6 4 2 66.7 %
Type 3 · absolute deadline 34 4 30 11.8 %
Type 4 · absolute window 39 5 34 12.8 %
All 91 25 66 27.5 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 20 7 27 40.9 %
Ran out of time before completing the required action Time requirement 0 0 10 6 16 24.2 %
Missed an earlier timed step Time requirement 0 2 0 21 23 34.8 %
All fails 0 2 30 34 66 100.0 %

appendix_text_only/rideapp/openai__gpt-5.6-sol/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 12 0 100.0 %
Type 2 · relative wait 6 6 0 100.0 %
Type 3 · absolute deadline 34 0 34 0.0 %
Type 4 · absolute window 39 10 29 25.6 %
All 91 28 63 30.8 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 10 2 12 19.0 %
Ran out of time before completing the required action Time requirement 0 0 23 11 34 54.0 %
Missed an earlier timed step Time requirement 0 0 0 15 15 23.8 %
Misread the time requirement Time requirement 0 0 1 0 1 1.6 %
Could not operate the page correctly Operating the page 0 0 0 1 1 1.6 %
All fails 0 0 34 29 63 100.0 %

appendix_text_only/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_capped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 8 4 66.7 %
Type 2 · relative wait 24 9 15 37.5 %
Type 3 · absolute deadline 35 1 34 2.9 %
Type 4 · absolute window 48 0 48 0.0 %
All 119 18 101 15.1 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 28 5 33 32.7 %
Ran out of time before completing the required action Time requirement 2 0 4 0 6 5.9 %
Missed an earlier timed step Time requirement 0 10 0 40 50 49.5 %
Misread the time requirement Time requirement 0 0 0 2 2 2.0 %
Chose the wrong item, branch or value Choice or answer 1 3 0 0 4 4.0 %
Reported a wrong or ill-formed answer Choice or answer 0 2 0 0 2 2.0 %
Could not operate the page correctly Operating the page 1 0 2 1 4 4.0 %
All fails 4 15 34 48 101 100.0 %

appendix_text_only/rideapp/qwen__qwen3.5-122b-a10b/table1_no_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 10 2 83.3 %
Type 2 · relative wait 24 8 16 33.3 %
Type 3 · absolute deadline 35 1 34 2.9 %
Type 4 · absolute window 48 0 48 0.0 %
All 119 19 100 16.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 34 1 35 35.0 %
Missed an earlier timed step Time requirement 0 10 0 42 52 52.0 %
Misread the time requirement Time requirement 0 0 0 4 4 4.0 %
Chose the wrong item, branch or value Choice or answer 0 4 0 0 4 4.0 %
Reported a wrong or ill-formed answer Choice or answer 1 2 0 0 3 3.0 %
Could not operate the page correctly Operating the page 1 0 0 1 2 2.0 %
All fails 2 16 34 48 100 100.0 %

appendix_text_only/rideapp/qwen__qwen3.5-122b-a10b/table2_time_uncapped

Task type Tasks Pass Fail Pass rate
Type 1 · no time condition 12 9 3 75.0 %
Type 2 · relative wait 24 10 14 41.7 %
Type 3 · absolute deadline 35 0 35 0.0 %
Type 4 · absolute window 48 0 48 0.0 %
All 119 19 100 16.0 %
Failure reason Kind Type 1 Type 2 Type 3 Type 4 All fails Share
Right action, completed after the deadline or window Time requirement 0 0 31 8 39 39.0 %
Ran out of time before completing the required action Time requirement 0 0 2 0 2 2.0 %
Missed an earlier timed step Time requirement 0 10 0 40 50 50.0 %
Chose the wrong item, branch or value Choice or answer 0 3 2 0 5 5.0 %
Reported a wrong or ill-formed answer Choice or answer 1 1 0 0 2 2.0 %
Could not operate the page correctly Operating the page 2 0 0 0 2 2.0 %
All fails 3 14 35 48 100 100.0 %

Failure reason definitions

Failure reason Kind Definition
Right action, completed after the deadline or window (late_completion) Time requirement The required final action, answer or submission was performed and was otherwise correct or complete, but the site recorded it after the deadline or outside the action window.
Ran out of time before completing the required action (incomplete_in_time) Time requirement When the deadline or window closed, the required final action had not been performed or only part of it had; this includes attempts that stopped at the bound and declined to act late.
Missed an earlier timed step (missed_timed_step) Time requirement A timed step that precedes the final action was missed: a first look or first retrieval deadline, a required dwell, an observation or preview window, a required wait or a status check.
Misread the time requirement (misread_time_rule) Time requirement The attempt acted on a wrong reading of the stated time rule, for example treating a deadline as a start time.
Acted on information read earlier without re-checking (stale_information) Choice or answer The choice was made from state read well before the action while the site's state changed in between, and the attempt did not look again at the required moment.
Chose the wrong item, branch or value (wrong_selection) Choice or answer With current information available, the attempt selected the wrong item, took the wrong branch of a conditional task, or used a wrong value.
Reported a wrong or ill-formed answer (wrong_answer) Choice or answer The site actions were acceptable, but the reported answer was not the requested content.
Could not operate the page correctly (page_operation) Operating the page The attempt used a control in a way that did not do what the task needed: a reload that never reloaded, a required selector left unset, text typed into the wrong field, an action that never returned.

Last update: 2026-09-26T08:57:06.781722+00:00. Source commit in protocol/source_commit.txt. Sites and images are the live Penn release recorded in protocol/table_study_release_lock.json.

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