{ "schema_version": 2, "title": "Reproduction: Let the Prototype Guide You: Robust Aggregation of Sparse Multi-Class Annotations via Annotator Prototype Learning", "emoji": "🎯", "space_id": "Srishti280992/repro-ptbcc-prototype-aggregation", "paper": null, "tags": [ "trackio", "open-reproductions", "icml2026", "icml2026-repro", "paper-KJq0iScNM6" ], "updated_at": "2026-07-29T22:17:00+00:00", "root": { "slug": "index", "title": "Reproduction: Let the Prototype Guide You: Robust Aggregation of Sparse Multi-Class Annotations via Annotator Prototype Learning", "file": "pages/index.md", "children": [ { "slug": "executive-summary", "title": "Executive summary", "file": "pages/executive-summary/page.md", "children": [] }, { "slug": "claim-1-shared-prototype-annotator-model", "title": "Claim 1: Shared Prototype Annotator Model", "file": "pages/claim-1-shared-prototype-annotator-model/page.md", "children": [] }, { "slug": "claim-2-val5-best-case-improvement", "title": "Claim 2: Val5 Best-Case Improvement", "file": "pages/claim-2-val5-best-case-improvement/page.md", "children": [] }, { "slug": "claim-3-average-accuracy-across-datasets", "title": "Claim 3: Average Accuracy Across Datasets", "file": "pages/claim-3-average-accuracy-across-datasets/page.md", "children": [] }, { "slug": "claim-4-prototype-set-size-ablation", "title": "Claim 4: Prototype Set Size Ablation", "file": "pages/claim-4-prototype-set-size-ablation/page.md", "children": [] }, { "slug": "claim-5-computational-cost", "title": "Claim 5: Computational Cost", "file": "pages/claim-5-computational-cost/page.md", "children": [] }, { "slug": "conclusion", "title": "Conclusion", "file": "pages/conclusion/page.md", "children": [] } ] }, "traces": [], "workspace": { "file": "workspace.json", "file_count": 0, "total_size": 0, "bucket_id": null }, "agent_view_tokens": 4238, "trace_view_tokens": 43372, "workspace_view_tokens": 5542, "revision": "f5976e8a829815cf9b47", "traces_ref": { "repo_id": "Srishti280992/repro-ptbcc-prototype-aggregation-traces", "repo_type": "dataset", "repo_url": "https://huggingface.co/datasets/Srishti280992/repro-ptbcc-prototype-aggregation-traces", "private": true }, "trace_dataset": "https://huggingface.co/datasets/Srishti280992/repro-ptbcc-prototype-aggregation-traces", "workspace_ref": { "repo_id": "Srishti280992/repro-ptbcc-prototype-aggregation-artifacts", "repo_type": "bucket", "repo_url": "https://huggingface.co/buckets/Srishti280992/repro-ptbcc-prototype-aggregation-artifacts", "private": true }, "workspace_bucket": "https://huggingface.co/buckets/Srishti280992/repro-ptbcc-prototype-aggregation-artifacts" }