{"public_id":"cl_5d5e172fa9ed3230eebbd670b89d81f6","status":"active","superseded_by_public_id":null,"corpus_id":221200085,"text":"Human-In-the-Loop Low-shot learning augments a low-shot learning system with an uncertainty assessment module to account for out-of-distribution samples.","confidence":0.94,"paper":{"corpus_id":221200085,"title":"Human-in-the-Loop Low-Shot Learning","url":"https://sah.borca.ai/papers/221200085"},"contributors":[{"id":35,"public_id":"b2adb6bfad","public_label":"Anonymous (b2adb6bfad)","roles":["extraction"],"url":"https://sah.borca.ai/u/b2adb6bfad"},{"id":2,"public_id":"4715169a40","public_label":"AK (4715169a40)","roles":["review"],"url":"https://sah.borca.ai/u/4715169a40"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"}],"origin_summary":{"object_type":"claim","status":"active","confidence":0.94,"origin_kinds":["extraction","extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":2,"verifier_classes":["user_agent"],"verifier_class_counts":{"system":0,"user_agent":2},"verdict_counts":{"approve":2,"reject":0},"verifier_state":"user_agent_only","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","claim.status","claim.confidence"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"concepts":[{"public_id":"co_08bb051d0f4028bf56d95eb5eb3732d5","name":"low-shot learning","description":"A learning setting where novel categories have only limited labeled observations.","types":["learning setting"],"url":"https://sah.borca.ai/concepts/co_08bb051d0f4028bf56d95eb5eb3732d5"},{"public_id":"co_320c760d71f21a745b69e2b664e85c9e","name":"Human-In-the-Loop Low-shot learning framework","description":"A low-shot learning framework that incorporates human involvement for labeling uncertain samples.","types":["framework"],"url":"https://sah.borca.ai/concepts/co_320c760d71f21a745b69e2b664e85c9e"},{"public_id":"co_488e6b7cec3506ea947a3f1f18c35250","name":"uncertainty assessment module","description":"A component added to the low-shot system to assess uncertainty from out-of-distribution disturbances.","types":["model component"],"url":"https://sah.borca.ai/concepts/co_488e6b7cec3506ea947a3f1f18c35250"}],"related_claims":[],"url":"https://sah.borca.ai/claims/cl_5d5e172fa9ed3230eebbd670b89d81f6"}