| Comparison: metric implementation Accuracy Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Comparison: protocol id pfmbench-task-anti-res Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Origin author_reported Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.origin Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Protocol Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.protocol Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Source location Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.source_locator Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Description PFMBench evaluation of DPLM on Antibiotic resistance, scored with Accuracy. Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: description Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: assessment pfmbench-task-anti-res Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:assessment:pfmbench-task-anti-res Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: data pfmbench-dataset-antibiotic-resistance Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:data:pfmbench-dataset-antibiotic-resistance Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: system pfmbench-method-dplm Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:system:pfmbench-method-dplm Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Name DPLM on PFMBench ANTI-RES: Antibiotic resistance Context-only references | pfmbench primary benchmark evidence Original source ↗ Table 3, row(DPLM [ 68 ]), column(Anti.Res.) Version: 2506.14796v1 Retrieved: 2026-09-16T21:06:29.716004+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: name Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2 Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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