\n| \u30ac\u30fc\u30c9\u30ec\u30fc\u30eb<\/td>\n | \u4e2d<\/td>\n | \u4e2d<\/td>\n | \u4e2d<\/td>\n | \u8aa4\u56de\u7b54\u306e\u5f71\u97ff\u304c\u5927\u304d\u304f\u3001\u54c1\u8cea\u4fdd\u8a3c\u304c\u5fc5\u8981\u306a\u5834\u5408<\/td>\n<\/tr>\n<\/table>\n \u4e09\u5ea6\u7533\u3057\u3042\u3052\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u3092\u5168\u3066\u7d44\u307f\u5408\u308f\u305b\u3066\u3082\u3001\u7cbe\u5ea6100%\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002<\/strong>\u6280\u8853\u7684\u65bd\u7b56\u306f\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u624b\u6bb5\u3067\u3059\u304c\u3001\u6b8b\u308a\u306e\u6570%\u3092\u57cb\u3081\u308b\u306b\u306f\u300c\u904b\u7528\u300d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\u30b3\u30fc\u30c9\u4f8b1\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u306eBefore\/After<\/h4>\n\u66d6\u6627\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3001\u5236\u7d04\u3092\u660e\u793a\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9055\u3044\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n python<\/div>\n \r\nfrom openai import OpenAI\r\n\r\nclient = OpenAI()\r\n\r\n# \u274c Before: \u66d6\u6627\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\r\nbad_prompt = "\u3053\u306e\u88fd\u54c1\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u5206\u6790\u3057\u3066"\r\n\r\n# \u2705 After: \u5f79\u5272\u30fb\u5236\u7d04\u30fb\u51fa\u529b\u5f62\u5f0f\u3092\u660e\u793a\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\r\ngood_prompt = """\\\r\n\u3042\u306a\u305f\u306f\u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u306e\u5206\u6790\u62c5\u5f53\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\r\n\r\n\u3010\u30eb\u30fc\u30eb\u3011\r\n- \u30ec\u30d3\u30e5\u30fc\u6587\u3092\u300c\u30dd\u30b8\u30c6\u30a3\u30d6\u300d\u300c\u30cd\u30ac\u30c6\u30a3\u30d6\u300d\u300c\u4e2d\u7acb\u300d\u306e3\u3064\u306b\u5206\u985e\u3059\u308b\r\n- \u5224\u5b9a\u7406\u7531\u30921\u6587\u3067\u8ff0\u3079\u308b\r\n- \u78ba\u4fe1\u5ea6\u3092\u300c\u9ad8\u300d\u300c\u4e2d\u300d\u300c\u4f4e\u300d\u3067\u793a\u3059\r\n- \u78ba\u4fe1\u5ea6\u304c\u300c\u4f4e\u300d\u306e\u5834\u5408\u306f\u300c\u8981\u4eba\u9593\u78ba\u8a8d\u300d\u3068\u660e\u8a18\u3059\u308b\r\n\r\n\u3010\u51fa\u529b\u5f62\u5f0f\u3011\r\n{"sentiment": "\u30dd\u30b8\u30c6\u30a3\u30d6|\u30cd\u30ac\u30c6\u30a3\u30d6|\u4e2d\u7acb", "reason": "\u7406\u7531", "confidence": "\u9ad8|\u4e2d|\u4f4e", "needs_review": true|false}\r\n"""\r\n\r\nreview_prompt = """\\\r\n\u3010\u30ec\u30d3\u30e5\u30fc\u6587\u3011\r\n\u30d0\u30c3\u30c6\u30ea\u30fc\u306f\u9577\u6301\u3061\u3059\u308b\u304c\u3001\u30ab\u30e1\u30e9\u306e\u753b\u8cea\u304c\u3044\u307e\u3044\u3061\u3002\u5024\u6bb5\u3092\u8003\u3048\u308b\u3068\u60aa\u304f\u306f\u306a\u3044\u3002\r\n"""\r\n\r\nresponse_bad = client.responses.create(\r\n model="gpt-5.2",\r\n max_output_tokens=300,\r\n input=f"{bad_prompt}\\n\\n{review_prompt}",\r\n)\r\n\r\nprint("\u3010\u66d6\u6627\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3011")\r\nprint(response_bad.output_text)\r\n\r\nresponse_good = client.responses.create(\r\n model="gpt-5.2",\r\n max_output_tokens=300,\r\n input=f"{good_prompt}\\n\\n{review_prompt}",\r\n)\r\n\r\nprint("\\n\u3010\u660e\u78ba\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3011")\r\nprint(response_good.output_text)\r\n<\/code><\/pre>\n\u51fa\u529b\u4f8b\uff1a<\/p>\n json<\/div>\n \r\n\u3010\u66d6\u6627\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3011\r\n\u4ee5\u4e0b\u306e\u30ec\u30d3\u30e5\u30fc\u6587\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u30dd\u30a4\u30f3\u30c8\u3092\u6574\u7406\u3057\u3066\u5206\u6790\u3057\u307e\u3059\u3002\r\n\r\n## 1) \u7dcf\u5408\u8a55\u4fa1\uff08\u7d50\u8ad6\uff09\r\n- **\u4fa1\u683c\u76f8\u5fdc\u3067\u300c\u60aa\u304f\u306f\u306a\u3044\u300d**\u3068\u3044\u3046\u8a55\u4fa1\u3002\u5f37\u3044\u6e80\u8db3\u3067\u306f\u306a\u3044\u304c\u3001\u4e00\u5b9a\u306e\u7d0d\u5f97\u611f\u304c\u3042\u308b\u201c\u30b3\u30b9\u30d1\u5bc4\u308a\u306e\u53ef\u201d\u3068\u3044\u3046\u30c8\u30fc\u30f3\u3067\u3059\u3002\r\n\r\n## 2) \u30dd\u30b8\u30c6\u30a3\u30d6\u8981\u7d20\uff08\u5f37\u307f\uff09\r\n- **\u30d0\u30c3\u30c6\u30ea\u30fc\u304c\u9577\u6301\u3061**\r\n - \u65e5\u5e38\u5229\u7528\u3067\u306e\u5b89\u5fc3\u611f\u306b\u3064\u306a\u304c\u308b\u4e3b\u8981\u30e1\u30ea\u30c3\u30c8\u3002\r\n - \u5916\u51fa\u6642\u3084\u5145\u96fb\u983b\u5ea6\u3092\u6e1b\u3089\u3057\u305f\u3044\u4eba\u306b\u306f\u523a\u3055\u308a\u3084\u3059\u3044\u30dd\u30a4\u30f3\u30c8\u3002\r\n\r\n## 3) \u30cd\u30ac\u30c6\u30a3\u30d6\u8981\u7d20\uff08\u5f31\u307f\u30fb\u4e0d\u6e80\uff09\r\n- **\u30ab\u30e1\u30e9\u753b\u8cea\u304c\u3044\u307e\u3044\u3061**\r\n - \u5199\u771f\u30fb\u52d5\u753b\u91cd\u8996\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u306f\u30de\u30a4\u30ca\u30b9\u3002\r\n - \u201c\u3044\u307e\u3044\u3061\u201d\u306f\u81f4\u547d\u7684\u6b20\u9665\u3068\u3044\u3046\u3088\u308a\u3001\u671f\u5f85\u3068\u306e\u5dee\uff08\u7279\u306b\u540c\u4fa1\u683c\u5e2f\u306e\u4ed6\u88fd\u54c1\u3084\u5ba3\u4f1d\u30a4\u30e1\u30fc\u30b8\u3068\u306e\u5dee\uff09\u3092\u793a\u5506\u3057\u307e\u3059\u3002\r\n\r\n## 4) \u4fa1\u683c\u3068\u306e\u30d0\u30e9\u30f3\u30b9\uff08\u8a55\u4fa1\u306e\u57fa\u6e96\uff09\r\n- \u300c**\u5024\u6bb5\u3092\u8003\u3048\u308b\u3068\u60aa\u304f\u306f\u306a\u3044**\u300d\u304b\u3089\u3001\u8cfc\u5165\u8005\u306f\u54c1\u8cea\u3092\u4fa1\u683c\u306b\u7167\u3089\u3057\u3066\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002\r\n- \u9ad8\u6027\u80fd\u3092\u6c42\u3081\u308b\u5c64\u3068\u3044\u3046\u3088\u308a\u3001**\u30b3\u30b9\u30c8\u91cd\u8996\u3067\u5272\u308a\u5207\u3063\u3066\r\n\r\n\u3010\u660e\u78ba\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3011\r\n{"sentiment":"\u4e2d\u7acb","reason":"\u30d0\u30c3\u30c6\u30ea\u30fc\u306e\u9577\u6301\u3061\u3092\u8a55\u4fa1\u3057\u3064\u3064\u30ab\u30e1\u30e9\u753b\u8cea\u306b\u4e0d\u6e80\u3082\u3042\u308a\u3001\u7dcf\u5408\u7684\u306b\u300c\u5024\u6bb5\u3092\u8003\u3048\u308b\u3068\u60aa\u304f\u306f\u306a\u3044\u300d\u3068\u826f\u5426\u304c\u6df7\u5728\u3057\u3066\u3044\u308b\u305f\u3081\u3002","confidence":"\u9ad8","needs_review":false}\r\n<\/code><\/pre>\nBefore\uff08\u66d6\u6627\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3067\u306f\u81ea\u7531\u8a18\u8ff0\u306e\u9577\u6587\u304c\u8fd4\u308a\u3001\u5f8c\u7d9a\u51e6\u7406\u3067\u4f7f\u3044\u306b\u304f\u3044\u51fa\u529b\u306b\u306a\u308a\u307e\u3059\u3002\u30c8\u30fc\u30af\u30f3\u91cf\u3082\u591a\u304f\u306a\u308a\u3001\u30b3\u30b9\u30c8\u304c\u5d69\u307f\u307e\u3059\u3002After\uff08\u5236\u7d04\u3092\u660e\u793a\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3067\u306f\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001\u3055\u3089\u306b\u78ba\u4fe1\u5ea6\u304c\u4f4e\u3044\u5834\u5408\u306b\u4eba\u9593\u78ba\u8a8d\u3078\u56de\u3059\u8a2d\u8a08\u307e\u3067\u7d44\u307f\u8fbc\u3081\u307e\u3059\u3002<\/p>\n \u30b3\u30fc\u30c9\u4f8b2\uff1a\u7c21\u6613\u7684\u306a\u7cbe\u5ea6\u691c\u8a3c\u30b9\u30af\u30ea\u30d7\u30c8<\/h4>\n\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u7528\u610f\u3057\u3066LLM\u306e\u6b63\u7b54\u7387\u3092\u6e2c\u5b9a\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3059\u3002\u5b9f\u969b\u306b\u52d5\u304b\u3059\u3068\u3001\u7cbe\u5ea6\u304c100%\u306b\u306a\u3089\u306a\u3044\u3053\u3068\u3092\u4f53\u611f\u3067\u304d\u307e\u3059\u3002<\/p>\n python<\/div>\n \r\nfrom openai import OpenAI\r\n\r\nclient = OpenAI()\r\n\r\n# \u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\uff1a\u30ec\u30d3\u30e5\u30fc\u6587\u3068\u6b63\u89e3\u30e9\u30d9\u30eb\r\ntest_cases = [\r\n {"review": "\u6700\u9ad8\u306e\u5546\u54c1\u3067\u3059\uff01\u5927\u6e80\u8db3\uff01", "expected": "\u30dd\u30b8\u30c6\u30a3\u30d6"},\r\n {"review": "\u307e\u3063\u305f\u304f\u4f7f\u3044\u7269\u306b\u306a\u3089\u306a\u3044\u3002\u8fd4\u54c1\u3057\u305f\u3044\u3002", "expected": "\u30cd\u30ac\u30c6\u30a3\u30d6"},\r\n {"review": "\u53ef\u3082\u306a\u304f\u4e0d\u53ef\u3082\u306a\u304f\u3001\u666e\u901a\u3067\u3059\u3002", "expected": "\u4e2d\u7acb"},\r\n {"review": "\u30c7\u30b6\u30a4\u30f3\u306f\u597d\u304d\u3060\u3051\u3069\u3001\u3059\u3050\u58ca\u308c\u305f\u3002", "expected": "\u30cd\u30ac\u30c6\u30a3\u30d6"},\r\n {"review": "\u5024\u6bb5\u76f8\u5fdc\u3002\u7279\u306b\u4e0d\u6e80\u306f\u306a\u3044\u3002", "expected": "\u4e2d\u7acb"},\r\n {"review": "\u671f\u5f85\u4ee5\u4e0a\u306e\u54c1\u8cea\u3067\u3057\u305f\u3002", "expected": "\u30dd\u30b8\u30c6\u30a3\u30d6"},\r\n {"review": "\u60aa\u304f\u306f\u306a\u3044\u304c\u3001\u3082\u3046\u5c11\u3057\u5b89\u3051\u308c\u3070\u2026", "expected": "\u4e2d\u7acb"},\r\n {"review": "\u4e8c\u5ea6\u3068\u8cb7\u308f\u306a\u3044\u3002", "expected": "\u30cd\u30ac\u30c6\u30a3\u30d6"},\r\n {"review": "\u53cb\u4eba\u306b\u3082\u3059\u3059\u3081\u305f\u3044\u5546\u54c1\u3002", "expected": "\u30dd\u30b8\u30c6\u30a3\u30d6"},\r\n {"review": "\u5c4a\u304f\u306e\u304c\u9045\u304b\u3063\u305f\u304c\u3001\u7269\u81ea\u4f53\u306f\u826f\u3044\u3002", "expected": "\u30dd\u30b8\u30c6\u30a3\u30d6"},\r\n]\r\n\r\nprompt_template = """\\\r\n\u4ee5\u4e0b\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u300c\u30dd\u30b8\u30c6\u30a3\u30d6\u300d\u300c\u30cd\u30ac\u30c6\u30a3\u30d6\u300d\u300c\u4e2d\u7acb\u300d\u306e\u3044\u305a\u308c\u304b1\u8a9e\u3067\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n\u5206\u985e\u7d50\u679c\u306e\u307f\u3092\u51fa\u529b\u3057\u3001\u305d\u308c\u4ee5\u5916\u306f\u4f55\u3082\u51fa\u529b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\r\n\r\n\u30ec\u30d3\u30e5\u30fc: {review}\r\n"""\r\n\r\ncorrect = 0\r\nresults = []\r\nlabels = ("\u30dd\u30b8\u30c6\u30a3\u30d6", "\u30cd\u30ac\u30c6\u30a3\u30d6", "\u4e2d\u7acb")\r\n\r\nfor case in test_cases:\r\n response = client.responses.create(\r\n model="gpt-5.2",\r\n max_output_tokens=100,\r\n input=prompt_template.format(review=case["review"]),\r\n )\r\n raw_answer = response.output_text.strip()\r\n answer = next((label for label in labels if label in raw_answer), raw_answer)\r\n is_correct = answer == case["expected"]\r\n correct += int(is_correct)\r\n results.append(\r\n {\r\n "review": case["review"][:15],\r\n "expected": case["expected"],\r\n "answer": answer,\r\n "ok": "\u2705" if is_correct else "\u274c",\r\n }\r\n )\r\n\r\nprint(f"\u6b63\u7b54\u7387: {correct}\/{len(test_cases)} ({correct \/ len(test_cases) * 100:.0f}%)\\n")\r\nfor r in results:\r\n print(f" {r['ok']} {r['review']}\u2026 \u2192 \u4e88\u6e2c: {r['answer']} (\u6b63\u89e3: {r['expected']})")\r\n<\/code><\/pre>\n\u51fa\u529b\u4f8b\uff1a<\/p>\n \r\n\u6b63\u7b54\u7387: 9\/10 (90%)\r\n\r\n \u2705 \u6700\u9ad8\u306e\u5546\u54c1\u3067\u3059\uff01\u5927\u6e80\u8db3\uff01\u2026 \u2192 \u4e88\u6e2c: \u30dd\u30b8\u30c6\u30a3\u30d6 (\u6b63\u89e3: \u30dd\u30b8\u30c6\u30a3\u30d6)\r\n \u2705 \u307e\u3063\u305f\u304f\u4f7f\u3044\u7269\u306b\u306a\u3089\u306a\u3044\u3002\u8fd4\u54c1\u2026 \u2192 \u4e88\u6e2c: \u30cd\u30ac\u30c6\u30a3\u30d6 (\u6b63\u89e3: \u30cd\u30ac\u30c6\u30a3\u30d6)\r\n \u2705 \u53ef\u3082\u306a\u304f\u4e0d\u53ef\u3082\u306a\u304f\u3001\u666e\u901a\u3067\u3059\u3002\u2026 \u2192 \u4e88\u6e2c: \u4e2d\u7acb (\u6b63\u89e3: \u4e2d\u7acb)\r\n \u2705 \u30c7\u30b6\u30a4\u30f3\u306f\u597d\u304d\u3060\u3051\u3069\u3001\u3059\u3050\u58ca\u308c\u2026 \u2192 \u4e88\u6e2c: \u30cd\u30ac\u30c6\u30a3\u30d6 (\u6b63\u89e3: \u30cd\u30ac\u30c6\u30a3\u30d6)\r\n \u2705 \u5024\u6bb5\u76f8\u5fdc\u3002\u7279\u306b\u4e0d\u6e80\u306f\u306a\u3044\u3002\u2026 \u2192 \u4e88\u6e2c: \u4e2d\u7acb (\u6b63\u89e3: \u4e2d\u7acb)\r\n \u2705 \u671f\u5f85\u4ee5\u4e0a\u306e\u54c1\u8cea\u3067\u3057\u305f\u3002\u2026 \u2192 \u4e88\u6e2c: \u30dd\u30b8\u30c6\u30a3\u30d6 (\u6b63\u89e3: \u30dd\u30b8\u30c6\u30a3\u30d6)\r\n \u2705 \u60aa\u304f\u306f\u306a\u3044\u304c\u3001\u3082\u3046\u5c11\u3057\u5b89\u3051\u308c\u3070\u2026 \u2192 \u4e88\u6e2c: \u4e2d\u7acb (\u6b63\u89e3: \u4e2d\u7acb)\r\n \u2705 \u4e8c\u5ea6\u3068\u8cb7\u308f\u306a\u3044\u3002\u2026 \u2192 \u4e88\u6e2c: \u30cd\u30ac\u30c6\u30a3\u30d6 (\u6b63\u89e3: \u30cd\u30ac\u30c6\u30a3\u30d6)\r\n \u2705 \u53cb\u4eba\u306b\u3082\u3059\u3059\u3081\u305f\u3044\u5546\u54c1\u3002\u2026 \u2192 \u4e88\u6e2c: \u30dd\u30b8\u30c6\u30a3\u30d6 (\u6b63\u89e3: \u30dd\u30b8\u30c6\u30a3\u30d6)\r\n \u274c \u5c4a\u304f\u306e\u304c\u9045\u304b\u3063\u305f\u304c\u3001\u7269\u81ea\u4f53\u306f\u826f\u2026 \u2192 \u4e88\u6e2c: \u4e2d\u7acb (\u6b63\u89e3: \u30dd\u30b8\u30c6\u30a3\u30d6)\r\n<\/code><\/pre>\n\u3053\u306e\u3088\u3046\u306b\u3001\u660e\u78ba\u306b\u898b\u3048\u308b\u30ec\u30d3\u30e5\u30fc\u306f\u6b63\u3057\u304f\u5206\u985e\u3067\u304d\u307e\u3059\u304c\u3001\u30cb\u30e5\u30a2\u30f3\u30b9\u304c\u66d6\u6627\u306a\u30b1\u30fc\u30b9<\/strong>\uff08\u300c\u60aa\u304f\u306f\u306a\u3044\u304c\u2026\u300d\u300c\u5c4a\u304f\u306e\u304c\u9045\u304b\u3063\u305f\u304c\u7269\u306f\u826f\u3044\u300d\u306a\u3069\uff09\u3067\u306f\u30d6\u30ec\u304c\u51fa\u307e\u3059\u3002\u3053\u308c\u304c\u751f\u6210AI\u306e\u78ba\u7387\u7684\u306a\u6027\u8cea\u3067\u3059\u3002\u540c\u3058\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u518d\u5b9f\u884c\u3059\u308b\u3068\u3001\u7d50\u679c\u304c\u5909\u308f\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\u7cbe\u5ea6\u306e"\u6b8b\u308a\u306e\u6570%"\u3092\u57cb\u3081\u308b\u306e\u306f\u300c\u904b\u7528\u300d<\/h3>\n\u6280\u8853\u7684\u306a\u65bd\u7b56\u3067\u7cbe\u5ea6\u3092\u9ad8\u3081\u305f\u4e0a\u3067\u3001\u6b8b\u308a\u306e\u6570%\u3092\u30ab\u30d0\u30fc\u3059\u308b\u306e\u306f\u4eba\u9593\u3092\u542b\u3081\u305f\u904b\u7528\u8a2d\u8a08<\/strong>\u3067\u3059\u3002<\/p>\nHuman-in-the-Loop\u3068\u3044\u3046\u8a2d\u8a08\u601d\u60f3<\/h4>\nHuman-in-the-Loop\uff08HITL\uff09\u3068\u306f\u3001AI\u306e\u51e6\u7406\u30d5\u30ed\u30fc\u306e\u4e2d\u306b\u4eba\u9593\u306e\u5224\u65ad\u30dd\u30a4\u30f3\u30c8\u3092\u7d44\u307f\u8fbc\u3080\u8a2d\u8a08\u601d\u60f3\u3067\u3059\u3002
\n\u30d5\u30ed\u30fc\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n ![\"Human-in-the-Loop\"](\"\/wp-content\/uploads\/2026\/02\/human-in-the-loop-design.png\") <\/p>\n
\u5168\u4ef6\u3092\u4eba\u9593\u304c\u30c1\u30a7\u30c3\u30af\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI\u304c\u81ea\u4fe1\u306e\u306a\u3044\u6848\u4ef6\u3060\u3051\u3092\u4eba\u9593\u306b\u56de\u3059<\/strong>\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u4f5c\u696d\u91cf\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3064\u3064\u3001\u5168\u4f53\u306e\u54c1\u8cea\u3092\u9ad8\u304f\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\u300c\u5168\u4ef6\u30c1\u30a7\u30c3\u30af\u300d\u304b\u3089\u300c\u4f8b\u5916\u30c1\u30a7\u30c3\u30af\u300d\u3078<\/h4>\nHuman-in-the-Loop\u3092\u5c0e\u5165\u3059\u308b\u3068\u3001\u696d\u52d9\u306e\u69cb\u9020\u304c\u3069\u3046\u5909\u308f\u308b\u304b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n \n\n| \u65b9\u5f0f<\/th>\n | \u4eba\u9593\u306e\u4f5c\u696d\u91cf<\/th>\n | \u54c1\u8cea<\/th>\n | \u30b3\u30b9\u30c8<\/th>\n | \u7279\u5fb4<\/th>\n<\/tr>\n | \n| \u5f93\u6765\uff08\u5168\u3066\u4eba\u624b\uff09<\/td>\n | 100\u4ef6\/100\u4ef6<\/td>\n | \u9ad8<\/td>\n | \u9ad8<\/td>\n | \u54c1\u8cea\u306f\u51fa\u308b\u304c\u3001\u30b9\u30b1\u30fc\u30eb\u3057\u306a\u3044<\/td>\n<\/tr>\n | \n| AI\uff0b\u5168\u4ef6\u78ba\u8a8d<\/td>\n | 100\u4ef6\/100\u4ef6<\/td>\n | \u9ad8<\/td>\n | \u4e2d<\/td>\n | AI\u304c\u4e0b\u66f8\u304d\u2192\u4eba\u304c\u5168\u4ef6\u30c1\u30a7\u30c3\u30af<\/td>\n<\/tr>\n | \nAI\uff0b\u4f8b\u5916\u78ba\u8a8d<\/strong><\/td>\n20\u4ef6\/100\u4ef6<\/strong><\/td>\n\u9ad8<\/strong><\/td>\n\u4f4e<\/strong><\/td>\n| AI\u304c\u51e6\u7406\u2192\u78ba\u4fe1\u5ea6\u304c\u4f4e\u3044\u6848\u4ef6\u306e\u307f\u4eba\u304c\u78ba\u8a8d<\/td>\n<\/tr>\n<\/table>\n 3\u3064\u76ee\u306e\u300cAI\uff0b\u4f8b\u5916\u78ba\u8a8d\u300d\u304cHuman-in-the-Loop\u306e\u672c\u8cea\u3067\u3059\u3002AI\u304c100\u4ef6\u3092\u51e6\u7406\u3057\u3001\u305d\u306e\u3046\u3061\u78ba\u4fe1\u5ea6\u306e\u9ad8\u304480\u4ef6\u306f\u305d\u306e\u307e\u307e\u901a\u3059\u3002\u6b8b\u308a\u306e20\u4ef6\u3060\u3051\u4eba\u9593\u304c\u78ba\u8a8d\u30fb\u4fee\u6b63\u3059\u308b\u3002\u3053\u308c\u3060\u3051\u3067\u4eba\u9593\u306e\u4f5c\u696d\u91cf\u306f80%\u524a\u6e1b<\/strong>\u3055\u308c\u307e\u3059\u3002<\/p>\n\u300c\u8a31\u5bb9\u3067\u304d\u308b\u30df\u30b9\u300d\u3092\u5148\u306b\u6c7a\u3081\u308b<\/h4>\nHuman-in-the-Loop\u3092\u8a2d\u8a08\u3059\u308b\u524d\u306b\u3001\u300cAI\u306e\u30df\u30b9\u304c\u8d77\u304d\u305f\u3068\u304d\u4f55\u304c\u8d77\u304d\u308b\u304b\u300d\u3092\u6574\u7406\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e5\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u3067\u3001\u3069\u3053\u307e\u3067AI\u306b\u4efb\u305b\u3066\u3088\u3044\u304b\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n \n\n| #<\/th>\n | \u554f\u3044<\/th>\n | \u8003\u3048\u308b\u30dd\u30a4\u30f3\u30c8<\/th>\n<\/tr>\n | \n| 1<\/td>\n | AI\u304c\u9593\u9055\u3048\u305f\u3089\u4f55\u304c\u8d77\u304d\u308b\uff1f<\/strong><\/td>\n| \u9867\u5ba2\u30af\u30ec\u30fc\u30e0\uff1f \u793e\u5185\u4fee\u6b63\u3067\u6e08\u3080\uff1f \u6cd5\u7684\u30ea\u30b9\u30af\uff1f<\/td>\n<\/tr>\n | \n| 2<\/td>\n | \u9593\u9055\u3044\u306b\u6c17\u3065\u3051\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u306f\uff1f<\/strong><\/td>\n| \u5373\u5ea7\uff1f \u7fcc\u65e5\uff1f 1\u30f6\u6708\u5f8c\uff1f<\/td>\n<\/tr>\n | \n| 3<\/td>\n | \u4fee\u6b63\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u306f\uff1f<\/strong><\/td>\n| 5\u5206\u3067\u76f4\u305b\u308b\uff1f \u53d6\u308a\u8fd4\u3057\u304c\u3064\u304b\u306a\u3044\uff1f<\/td>\n<\/tr>\n | \n| 4<\/td>\n | \u9593\u9055\u3044\u306e\u983b\u5ea6\u306f\u3069\u306e\u7a0b\u5ea6\u306a\u3089\u8a31\u5bb9\u3067\u304d\u308b\uff1f<\/strong><\/td>\n| 100\u4ef6\u4e2d1\u4ef6\uff1f 10\u4ef6\u4e2d1\u4ef6\uff1f<\/td>\n<\/tr>\n | \n| 5<\/td>\n | \u4eba\u9593\u304c\u3084\u3063\u3066\u3082\u9593\u9055\u3048\u308b\u4f5c\u696d\u304b\uff1f<\/strong><\/td>\n| \u4eba\u9593\u306e\u30df\u30b9\u7387\u306f\uff1f AI\u3068\u6bd4\u3079\u3066\u3069\u3046\u304b\uff1f<\/td>\n<\/tr>\n<\/table>\n 5\u756a\u76ee\u306e\u554f\u3044\u306f\u7279\u306b\u91cd\u8981\u3067\u3059\u3002\u4eba\u9593\u304c\u884c\u3063\u3066\u30825%\u30df\u30b9\u3059\u308b\u4f5c\u696d\u3067\u3042\u308c\u3070\u3001AI\u306e\u7cbe\u5ea6\u304c95%\u3067\u3082\u540c\u7b49\u3067\u3059\u3002AI\u3060\u3051\u306b\u5b8c\u74a7\u3092\u6c42\u3081\u308b\u306e\u306f\u30d5\u30a7\u30a2\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n \u7cbe\u5ea6\u3067\u306f\u306a\u304f\u300c\u52b9\u7387\u300d\u3067\u6295\u8cc7\u5bfe\u52b9\u679c\u3092\u6e2c\u308b<\/h3>\nROI\u8a08\u7b97\u306e\u8003\u3048\u65b9<\/h4>\n\u7cbe\u5ea6\u3092\u8a55\u4fa1\u8ef8\u306b\u3059\u308b\u3068\u300c100%\u3067\u306a\u3051\u308c\u3070\u5931\u6557\u300d\u3068\u3044\u3046\u8b70\u8ad6\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002\u4ee3\u308f\u308a\u306b\u300c\u52b9\u7387\u300d<\/strong>\u3092\u8a55\u4fa1\u8ef8\u306b\u3059\u308b\u3068\u3001AI\u306e\u4fa1\u5024\u3092\u6b63\u3057\u304f\u6e2c\u308c\u307e\u3059\u3002
\n\u8003\u3048\u65b9\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002<\/p>\n\r\nAI\u5c0e\u5165\u306eROI \uff1d \u524a\u6e1b\u3067\u304d\u305f\u5de5\u6570\u306e\u30b3\u30b9\u30c8 \u2212 \uff08AI\u5229\u7528\u6599 \uff0b \u4eba\u9593\u306e\u4fee\u6b63\u30b3\u30b9\u30c8\uff09\r\n<\/code><\/pre>\n\u305f\u3068\u3048\u3070\u3001\u6708\u306b100\u4ef6\u306e\u4f5c\u696d\u304c\u3042\u308a\u30011\u4ef6\u3042\u305f\u308a30\u5206\u304b\u304b\u3063\u3066\u3044\u305f\u3068\u3057\u307e\u3059\u3002<\/p>\n \n- AI\u5c0e\u5165\u524d<\/strong>\uff1a100\u4ef6 \u00d7 30\u5206 \uff1d 50\u6642\u9593\/\u6708<\/li>\n
- AI\u5c0e\u5165\u5f8c<\/strong>\uff08\u7cbe\u5ea680%\u306e\u5834\u5408\uff09\uff1a80\u4ef6\u306fAI\u304c\u51e6\u7406\uff08\u4eba\u9593\u306f\u78ba\u8a8d\u306e\u307f5\u5206\uff09\uff0b 20\u4ef6\u306f\u4eba\u9593\u304c\u4fee\u6b63\uff0815\u5206\uff09\uff1d \u7d0412\u6642\u9593\/\u6708<\/li>\n
- \u524a\u6e1b\u52b9\u679c<\/strong>\uff1a38\u6642\u9593\/\u6708\uff0876%\u524a\u6e1b\uff09<\/li>\n<\/ul>\n
\u7cbe\u5ea6\u304c80%\u3067\u3082\u300176%\u306e\u5de5\u6570\u524a\u6e1b\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u300c\u7cbe\u5ea680%\uff1d\u4f7f\u3048\u306a\u3044\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u7cbe\u5ea680%\uff1d76%\u306e\u52b9\u7387\u5316\u300d\u3068\u6349\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n \u6bb5\u968e\u7684\u306b\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u300c\u6210\u719f\u5ea6\u30e2\u30c7\u30eb\u300d<\/h4>\n\u6700\u521d\u304b\u3089\u5b8c\u74a7\u3092\u76ee\u6307\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u6bb5\u968e\u7684\u306bAI\u306e\u81ea\u5f8b\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u304f\u306e\u304c\u73fe\u5b9f\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n
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