{
  "version": "entity_identity_deepseek_review.v1",
  "created_at": "2026-05-15T05:09:17.609690Z",
  "llm": {
    "provider": "deepseek_entity_identity_reviewer",
    "model": "deepseek-v4-pro",
    "base_url": "https://api.deepseek.com/chat/completions",
    "thinking_type": "enabled",
    "reasoning_effort": "max",
    "max_tokens": 12000
  },
  "policy": {
    "advisory_only": true,
    "canonical_writeback": false,
    "raw_observations_mutated": false,
    "provider_or_media_execution": false
  },
  "context_summary": {
    "run_dir": "/wwwb/aitools/writer/outputs/daozu_first50_deepseek_foundation_entity_20260515_094504",
    "summary": {
      "review_item_count": 25,
      "blocking_review_item_count": 25,
      "high_review_item_count": 12,
      "needs_human_review_action_count": 9,
      "covered_needs_human_review_action_count": 9,
      "uncovered_needs_human_review_action_count": 0,
      "registry_needs_review_count": 29,
      "covered_registry_needs_review_count": 29,
      "uncovered_registry_needs_review_count": 0,
      "identity_conflict_entity_count": 18,
      "covered_identity_conflict_entity_count": 18,
      "uncovered_identity_conflict_entity_count": 0,
      "alias_overlap_count": 13,
      "covered_alias_overlap_count": 13,
      "uncovered_alias_overlap_count": 0,
      "issue_source_counts": {
        "semantic_repair.needs_human_review": 9,
        "registry.needs_review": 19,
        "registry.identity_conflict": 8,
        "registry.alias_overlap": 12,
        "registry.merge_suspect": 2
      },
      "decision_option_counts": {
        "merge_entities": 15,
        "retype_entity": 9,
        "distinct_entities": 15,
        "needs_human_review": 25
      }
    },
    "review_item_count": 25
  },
  "advisory": {
    "overall_verdict": "needs_human_review",
    "review_item_reviews": [
      {
        "review_item_id": "EIR000001",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000253",
        "source_entity_ids": [
          "E000048",
          "E000253"
        ],
        "target_type": "功法体系",
        "reason": "Both entities refer to the 五行遁法 concept. E000048 captures its specific techniques and attributes, while E000253 describes it as a widely-spread cultivation system. They are essentially the same entity seen from different perspectives. Merging with type '功法体系' better reflects the overarching system, under which specific techniques exist.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000002",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000066",
        "source_entity_ids": [
          "E000051",
          "E000066"
        ],
        "target_type": "物品",
        "reason": "E000051 is described as a technique/system but the evidence clearly refers to the book '基础剑气入门' (黄色旧竹简, 入门剑法). E000066 is the same physical item (取出《基础剑气入门》在膝上展开细看). They are the same object. Merge into type '物品' as the physical book.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000003",
        "verdict": "recommend_retype",
        "recommended_decision": "retype_entity",
        "confidence": "high",
        "target_entity_id": "E000045",
        "source_entity_ids": [
          "E000045"
        ],
        "target_type": "组织",
        "reason": "Evidence clearly shows 幽泉 acting as an agent (被幽泉灭门了, 幽泉灭门北辰剑宗) and descriptions indicate it is a 道统/势力. The current type '功法体系' is incorrect. Retype to '组织'.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000004",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000096",
        "source_entity_ids": [
          "E000096",
          "E000197"
        ],
        "target_type": "功法体系",
        "reason": "Both entities refer to the same 归尘真炁. E000096 treats it as a technique to cultivate, E000197 as a substance that can be contaminated. They are likely the same energy/technique. Merge into type '功法体系' since it is practiced by characters.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000005",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000222",
        "source_entity_ids": [
          "E000222",
          "E000264"
        ],
        "target_type": "物品",
        "reason": "E000222 is the physical painting (画卷) containing the insights of 渊识, E000264 is the technique/aspect obtained through comprehending it. They are the same object. Merge into type '物品' as the artwork.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000006",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000250",
        "source_entity_ids": [
          "E000172",
          "E000250"
        ],
        "target_type": "生物种族",
        "reason": "E000172 contains detailed descriptions of 煞尸 as a creature type, E000250 treats it as a biological race. They refer to the same undead monster category. Merge into type '生物种族'.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000007",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "high",
        "target_entity_id": "E000050",
        "source_entity_ids": [
          "E000050",
          "E000341",
          "E000319",
          "E000345"
        ],
        "target_type": "概念法则",
        "reason": "All four entities represent the single character 玄天剑意, an intelligent sword consciousness. The different types (概念法则, 物品, 术法神通, 系统面板) are extraction artifacts. Merge into the preferred existing entity E000050 with type '概念法则', as it best fits a conceptual entity with consciousness.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000008",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000015",
        "source_entity_ids": [
          "E000034",
          "E000015"
        ],
        "target_type": "人物",
        "reason": "E000034 describes the servant roles (童子 as a title), while E000015 refers to the same group of boys disappearing. They are the same character group. Merge into type '人物' representing the collective.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000009",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "medium",
        "target_entity_id": "E000278",
        "source_entity_ids": [
          "E000117",
          "E000278"
        ],
        "target_type": "人物",
        "reason": "E000278 represents a specific person (观主 doing actions), while E000117 represents the title/position. They likely refer to the same individual. Merge into type '人物' with the title as attribute.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000010",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000188"
        ],
        "target_type": "",
        "reason": "Weak evidence entity with only one relation. Needs human review to verify existence and type (currently '物品').",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000011",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000190"
        ],
        "target_type": "",
        "reason": "Weak evidence entity, type '组织' with only one conflict relation. Needs human review to confirm entity and its type.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000012",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000193"
        ],
        "target_type": "",
        "reason": "Entity type is '其他' and evidence is scarce. Human review needed to determine proper type and role.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000013",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "high",
        "target_entity_id": "E000305",
        "source_entity_ids": [
          "E000305",
          "E000309",
          "E000315",
          "E000316",
          "E000318",
          "E000324",
          "E000335",
          "E000342",
          "E000347",
          "E000356",
          "E000360",
          "E000369"
        ],
        "target_type": "人物",
        "reason": "All listed entity IDs are the same character 张九皋 appearing in different contexts. Merge into a single person entity.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000014",
        "verdict": "recommend_distinct",
        "recommended_decision": "distinct_entities",
        "confidence": "high",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000293",
          "E000309"
        ],
        "target_type": "",
        "reason": "E000293 (张翯) and E000309 (张九皋) both have alias '张师弟', but they are different characters. Keep distinct.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000015",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "high",
        "target_entity_id": "E000204",
        "source_entity_ids": [
          "E000204",
          "E000380"
        ],
        "target_type": "人物",
        "reason": "Both E000204 and E000380 refer to the same person 张九皋 (张真人). Merge into a single character entity.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000016",
        "verdict": "recommend_merge",
        "recommended_decision": "merge_entities",
        "confidence": "high",
        "target_entity_id": "E000293",
        "source_entity_ids": [
          "E000293",
          "E000355"
        ],
        "target_type": "人物",
        "reason": "Both E000293 and E000355 are the character 张翯. Merge into one entity.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000017",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000322"
        ],
        "target_type": "",
        "reason": "Weak evidence entity (斗剑) with no sample evidence. Needs human review to confirm identity.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000018",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "medium",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000033"
        ],
        "target_type": "",
        "reason": "Merge suspect: aliases '姚真人', '姚玄洲' were possibly incorrectly merged into 望舒. Human review needed to confirm alias correctness.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000019",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000303"
        ],
        "target_type": "",
        "reason": "Weak evidence entity (札甲) with only one relation. Needs human review.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000020",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "medium",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000233"
        ],
        "target_type": "",
        "reason": "Merge suspect: aliases '魔修', '田四郎' may be incorrectly merged into 李兴隆. Human review needed.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000021",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000174"
        ],
        "target_type": "",
        "reason": "Weak evidence entity (江湖人) with only one conflict relation. Needs human review.",
        "evidence_refs": []
      },
      {
        "review_item_id": "EIR000022",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000032"
        ],
        "target_type": "",
        "reason": "Weak evidence entity (画卷) with only one relation. Needs human review.",
        "evidence_refs": []
      },
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        "review_item_id": "EIR000023",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000187"
        ],
        "target_type": "",
        "reason": "Weak evidence entity (白釉玉净瓶) with only one relation. Needs human review.",
        "evidence_refs": []
      },
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        "review_item_id": "EIR000024",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
          "E000257"
        ],
        "target_type": "",
        "reason": "Weak evidence entity (贼子) with type '其他'. Needs human review to determine proper type.",
        "evidence_refs": []
      },
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        "review_item_id": "EIR000025",
        "verdict": "needs_human_review",
        "recommended_decision": "needs_human_review",
        "confidence": "low",
        "target_entity_id": "",
        "source_entity_ids": [
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        ],
        "target_type": "",
        "reason": "Weak evidence entity (黄符) with only one relation. Needs human review.",
        "evidence_refs": []
      }
    ],
    "missed_review_items": [],
    "downstream_risks": [],
    "recommended_next_steps": [],
    "confidence": ""
  },
  "validation": {
    "expected_review_item_count": 25,
    "reviewed_item_count": 25,
    "missed_review_item_count": 0,
    "missed_review_item_ids": [],
    "unknown_review_item_ids": []
  },
  "raw_response_meta": {
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    "object": "chat.completion",
    "model": "deepseek-v4-pro",
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      "prompt_tokens_details": {
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}