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"candidate-41c5af16d7bf373cc74c", "Jev official API": "candidate-41c5af16d7bf373cc74c", "Laya typed / full input": "candidate-41c5af16d7bf373cc74c" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mind2web:8368b990-c6ca-4cfe-a7ab-c2a88697639d:bf14f1d4-470f-4110-b3f4-019a9f7d0aed", "group_id": "mind2web-episode:8368b990-c6ca-4cfe-a7ab-c2a88697639d", "dataset": "browser.dev.records.jsonl", "gold": "candidate-8b6280aa9682e1a79ce0", "predictions": { "APUS-OpenJev 4B": "candidate-da095abe0a63c03f3114", "APUS-OpenJev 9B": "candidate-e76caeae9d53c8942ed1", "Jev official API": "candidate-da095abe0a63c03f3114", "Laya typed / full input": "candidate-f8c1512ffc92c70eafe7" }, "correct": { "APUS-OpenJev 4B": false, "APUS-OpenJev 9B": false, "Jev official API": false, "Laya typed / full input": false } }, { "record_id": "mind2web:8eae88ef-9641-43c6-be6d-f8abc96d99fa:282c09d0-c9e0-4007-b88a-27887fe1e388", "group_id": "mind2web-episode:8eae88ef-9641-43c6-be6d-f8abc96d99fa", "dataset": "browser.dev.records.jsonl", "gold": "candidate-976c2731e7518a1f1b2b", "predictions": { "APUS-OpenJev 4B": "candidate-976c2731e7518a1f1b2b", "APUS-OpenJev 9B": "candidate-976c2731e7518a1f1b2b", "Jev official API": "candidate-976c2731e7518a1f1b2b", "Laya typed / full input": "candidate-7e020b58dbe771cceb6b" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mind2web:bef473f1-82a1-4359-a2c0-59b6dc2f6abb:22ad3562-e0f4-42c3-b096-8c173a47673c", "group_id": "mind2web-episode:bef473f1-82a1-4359-a2c0-59b6dc2f6abb", "dataset": "browser.dev.records.jsonl", "gold": "candidate-c59cf6b3cdd1ee8dfe92", "predictions": { "APUS-OpenJev 4B": "candidate-c59cf6b3cdd1ee8dfe92", "APUS-OpenJev 9B": "candidate-c59cf6b3cdd1ee8dfe92", "Jev official API": "candidate-c59cf6b3cdd1ee8dfe92", "Laya typed / full input": "candidate-7111d2a0c81d7ac049be" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mind2web:caafd610-202e-49d2-85d1-3f167f3ab443:d7bfb473-8c73-4808-96bc-187d00be5ad7", "group_id": "mind2web-episode:caafd610-202e-49d2-85d1-3f167f3ab443", "dataset": "browser.dev.records.jsonl", "gold": "candidate-b56ad12ceea4c52feb3f", "predictions": { "APUS-OpenJev 4B": "candidate-b56ad12ceea4c52feb3f", "APUS-OpenJev 9B": "candidate-b56ad12ceea4c52feb3f", "Jev official API": "candidate-b56ad12ceea4c52feb3f", "Laya typed / full input": "candidate-9ebb992dd5a329ac8366" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mind2web:d1de3d1a-3df1-4421-98f3-f8d078752893:e1f18ee3-1577-44fb-a283-1be215e5ae52", "group_id": "mind2web-episode:d1de3d1a-3df1-4421-98f3-f8d078752893", "dataset": "browser.dev.records.jsonl", "gold": "candidate-888bb5997d1aba7b25f7", "predictions": { "APUS-OpenJev 4B": "candidate-888bb5997d1aba7b25f7", "APUS-OpenJev 9B": "candidate-888bb5997d1aba7b25f7", "Jev official API": "candidate-888bb5997d1aba7b25f7", "Laya typed / full input": "candidate-0196e00c3795624bcc41" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mind2web:d637c171-dc6e-4a4e-a162-9c230e822932:9053f0e2-da05-4721-87b5-13edf923052b", "group_id": "mind2web-episode:d637c171-dc6e-4a4e-a162-9c230e822932", "dataset": "browser.dev.records.jsonl", "gold": "candidate-34e89f28b090ce5327b0", "predictions": { "APUS-OpenJev 4B": "candidate-34e89f28b090ce5327b0", "APUS-OpenJev 9B": "candidate-34e89f28b090ce5327b0", "Jev official API": "candidate-34e89f28b090ce5327b0", "Laya typed / full input": "candidate-d82967df7ccb99323f3d" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mnli/13f1e11494916138e91023e5bf4d2483ab5d93f00e2e1e558c5f595ca0e8e22d", "group_id": "evidence-group-1ae4104ec56e749db2b0bfb640e71f29c6e29d797a0b7eefc4c77832f7de480e", "dataset": "mnli.dev.records.jsonl", "gold": "neutral", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "neutral", "Laya typed / full input": "neutral" }, "correct": { "APUS-OpenJev 4B": false, "APUS-OpenJev 9B": false, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/3d8bd065ebff13c30fa3aa4943c5f2851ca8a5860bae22e25f212be97790ab28", "group_id": "evidence-group-06e276f7577733f351ea270929ab121557f5ba0b4b7a7ffc8599a8dc2e7ca393", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "entailment", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/4bd800d8bc83435b531bb472e9078bb054a7bb68bf31036bc12502e177dea19b", "group_id": "evidence-group-fc2f08eeeca529c675ba6a68c08c292b57689624394977ddbb1c731d34a4a7e8", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": false, "Laya typed / full input": true } }, { "record_id": "mnli/4dc433ef7c48f1158e61aa4f1b568bac7ee2ede91001c9b8d933fd5c54e71820", "group_id": "evidence-group-380981d6890572077b0d6b902aa0469166c29c7a700575399cd2fc7a8c078114", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "entailment", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/533107d0478441289d303edb55e3769ea75e77ee657738576b1e86f9f523ff09", "group_id": "evidence-group-7d41c94d5aacee4210e9af39c38dded413bb0ed0e66b4ab138cb0cf9acc9d175", "dataset": "mnli.dev.records.jsonl", "gold": "neutral", "predictions": { "APUS-OpenJev 4B": "contradiction", "APUS-OpenJev 9B": "neutral", "Jev official API": "neutral", "Laya typed / full input": "contradiction" }, "correct": { "APUS-OpenJev 4B": false, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mnli/53ac0a380403b0ccd3ae48ea7763a52664f1d1744f6244c25d5980d69fcf7f0f", "group_id": "evidence-group-4743dba6976b2918897a2f0f6d686fdaccca4cb6735d4db706e4aced85eb44e2", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": false, "Laya typed / full input": true } }, { "record_id": "mnli/5c5d3ecddeb08dada33aaa9e323aa10bdfa371aa2f535b2cd5f4f653b0e25e9c", "group_id": "evidence-group-0293cb3342154c4098832723d3775fb7f1a88b31e6126f9db882ed1a0d8b491a", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "entailment", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/834677de1c970abc266e34006f2e681c7301ff5d043796d92da66364b792f235", "group_id": "evidence-group-ccf7a781e6c7f6802cdc3b42bb6bad795f0ba0ae4ae9b10b286d9699ad373d3e", "dataset": "mnli.dev.records.jsonl", "gold": "contradiction", "predictions": { "APUS-OpenJev 4B": "contradiction", "APUS-OpenJev 9B": "contradiction", "Jev official API": "contradiction", "Laya typed / full input": "contradiction" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/8f4dbf064e95ffddc782d0d50ab5e6e0fb83aab546d48b00bff5f03706183bf9", "group_id": "evidence-group-cad5bd59c81306dbfbc2992418db0c5720f237fc174da87cd7360ead0af20f15", "dataset": "mnli.dev.records.jsonl", "gold": "neutral", "predictions": { "APUS-OpenJev 4B": "neutral", "APUS-OpenJev 9B": "neutral", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mnli/9cf51bc8717b59b904d198884ba5b832b53cdc96a5b1aafee7203dca9bfc824d", "group_id": "evidence-group-12003df0e147aae371c07114820d8e1271ea9e77fc426c2dfcd7ea5095216b12", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "neutral", "APUS-OpenJev 9B": "neutral", "Jev official API": "entailment", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": false, "APUS-OpenJev 9B": false, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/ab466125416d6bc3f307f7fd25b78e63a8d90f8f54713027fdc7d75fffd8558d", "group_id": "evidence-group-1d662b8bfb238ffbb5674491c34bbdb350bd550b8d944cfdf8c1f6e3d323c69a", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "neutral", "APUS-OpenJev 9B": "neutral", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": false, "APUS-OpenJev 9B": false, "Jev official API": false, "Laya typed / full input": true } }, { "record_id": "mnli/b0220f9d099b621bde205ea6efa72624cc1948cceb2502cdc38d19c3762c2ba0", "group_id": "evidence-group-60d29399f85535a7eef633c31f9819b7eec6d7a9800097bf817edabf2f4314f8", "dataset": "mnli.dev.records.jsonl", "gold": "neutral", "predictions": { "APUS-OpenJev 4B": "contradiction", "APUS-OpenJev 9B": "neutral", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": false, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mnli/c8c695b22a0a846dde5f0ae3c17127f27c53f23219de2f4c97f2a9bebe1e0f81", "group_id": "evidence-group-877e43849360055fc2c92bc7b5a7ee30b94048287fb4100ce4eb9004cd95610f", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "entailment", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/dba1b74655afea3f9676c7a8687e80c0da196b11f2324d6e3a41c3870b9d8591", "group_id": "evidence-group-c6fb07e356610f631e4b8e0884fb1cef27da866d3a1286508ad84c9a1ad50eeb", "dataset": "mnli.dev.records.jsonl", "gold": "entailment", "predictions": { "APUS-OpenJev 4B": "entailment", "APUS-OpenJev 9B": "entailment", "Jev official API": "entailment", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": true } }, { "record_id": "mnli/e6856d10a89f46cbfc7fa77bf9266c482f130090a961f5bcb10be540e7c5fc2c", "group_id": "evidence-group-833d5b5523f6e081b1f65c924bed3ba030ffbfef18baba106cb0c7bce86b930c", "dataset": "mnli.dev.records.jsonl", "gold": "neutral", "predictions": { "APUS-OpenJev 4B": "neutral", "APUS-OpenJev 9B": "neutral", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } }, { "record_id": "mnli/e6cf83f056ba7587936d8026ff9709bc50de62e0dfb282f6b8d6aa85649e688d", "group_id": "evidence-group-cd8d19e8d6333678e561021d9ffa0dbfb0b7047f3fe684fd553208ed862407a6", "dataset": "mnli.dev.records.jsonl", "gold": "neutral", "predictions": { "APUS-OpenJev 4B": "neutral", "APUS-OpenJev 9B": "neutral", "Jev official API": "neutral", "Laya typed / full input": "entailment" }, "correct": { "APUS-OpenJev 4B": true, "APUS-OpenJev 9B": true, "Jev official API": true, "Laya typed / full input": false } } ], "limitations": [ "Each task has only 16 questions; one answer changes task accuracy by 6.25 percentage points.", "Development panel was reused during development and model selection; not evidence of general superiority.", "Browser measures static candidate selection, not live website task completion.", "Score includes no positive labels; an always-No predictor scores 16/16.", "Laya uses the typed configuration with full-input formatting; three process repeats do not increase the independent sample size." ] }