Improve prompt with semantic names

evaluation/evaluate_recommendations.py

@@ -42,7 +42,6 @@ def recommend_mentors(base_url: str, mentee_data: Dict[str, Any]) -> List[Dict[s
             "goals": mentee_data.get("goals"),
             "career_id": mentee_data.get("career_id"),
             "domain_ids": mentee_data.get("domain_ids"),
-            "mentor_domain_ids": mentee_data.get("mentor_domain_ids"),
             "skill_ids": mentee_data.get("skill_ids"),
             "top_k": 30,
             "final_count": 6
@@ -514,6 +513,12 @@ def main():
         default=1.0,
         help="Delay between requests in seconds"
     )
+    parser.add_argument(
+        "--limit",
+        type=int,
+        default=None,
+        help="Limit number of mentees to evaluate"
+    )
     
     args = parser.parse_args()
     
@@ -525,7 +530,12 @@ def main():
     
     print("Step 1: Loading mentees data...")
     mentees = load_json(args.mentees_file)
-    print(f"Loaded {len(mentees)} mentees\n")
+    print(f"Loaded {len(mentees)} mentees")
+    
+    if args.limit:
+        mentees = mentees[:args.limit]
+        print(f"Limiting to first {args.limit} mentees for evaluation")
+    print("")
     
     print("Step 2: Evaluating recommendations...")
     all_results = []

evaluation/synthetic_mentee_evaluation.json

@@ -1,2776 +1,1978 @@
 [
   {
     "mentee_id": 1,
-    "goals": "I want to learn about Figma UI Design, Prototyping in the fields of E-commerce.",
-    "career_id": 4,
+    "goals": "Em muốn chuyển ngành sang E-commerce nên cần học về Kubernetes, React.js, System Design.",
+    "career_id": 1,
     "domain_ids": [
-      2
-    ],
-    "mentor_domain_ids": [
-      2
+      11
     ],
     "skill_ids": [
-      41,
-      42
+      104,
+      101,
+      103
     ],
     "ground_truth_mentors": [
-      9,
-      24,
-      58,
-      79,
-      99,
-      108,
-      149,
-      169,
-      294,
-      299,
-      324,
-      334,
-      349,
-      399,
-      404,
-      438,
-      463,
-      474
+      91,
+      116,
+      181,
+      226,
+      231,
+      241,
+      246,
+      251,
+      261,
+      271,
+      286,
+      311,
+      361,
+      371,
+      376,
+      381,
+      431,
+      441
     ]
   },
   {
     "mentee_id": 2,
-    "goals": "I want to learn about Python, SQL, Tableau in the fields of E-commerce, Fintech.",
-    "career_id": 3,
+    "goals": "Em đang tìm mentor có kinh nghiệm về Kubernetes trong lĩnh vực Fintech, Thương mại điện tử.",
+    "career_id": 1,
     "domain_ids": [
-      2,
-      1
-    ],
-    "mentor_domain_ids": [
-      2,
-      1
+      201,
+      202
     ],
     "skill_ids": [
-      31,
-      30,
-      32
+      104
     ],
     "ground_truth_mentors": [
-      8,
-      23,
-      148,
-      168,
-      293,
-      298,
-      323,
-      333,
-      348,
-      398
+      11,
+      26,
+      31,
+      42,
+      51,
+      86,
+      137,
+      161,
+      236,
+      266,
+      276,
+      326,
+      357,
+      416,
+      456,
+      491
     ]
   },
   {
     "mentee_id": 3,
-    "goals": "I want to learn about Risk Management, Power BI, Agile/Scrum in the fields of Product Startups.",
-    "career_id": 6,
+    "goals": "Mình đang làm việc trong ngành Banking và muốn học thêm về Python, Tableau, SQL.",
+    "career_id": 4,
     "domain_ids": [
-      18
-    ],
-    "mentor_domain_ids": [
-      18
+      7
     ],
     "skill_ids": [
-      503,
-      504,
-      501
+      402,
+      403,
+      401
     ],
     "ground_truth_mentors": [
-      13,
-      40,
-      69,
-      85,
-      93,
-      120,
-      125,
-      129,
-      160,
-      173,
-      178,
-      184,
-      188,
-      203,
-      210,
-      218,
-      228,
-      233,
-      243,
-      248
+      159,
+      174,
+      189,
+      219,
+      259,
+      339,
+      344,
+      369,
+      389,
+      504
     ]
   },
   {
     "mentee_id": 4,
-    "goals": "I want to learn about Jira in the fields of Software Services.",
-    "career_id": 6,
+    "goals": "Em là sinh viên muốn tìm hiểu về System Design và Sản xuất.",
+    "career_id": 1,
     "domain_ids": [
-      508
-    ],
-    "mentor_domain_ids": [
-      508
+      51
     ],
     "skill_ids": [
-      602
+      103
     ],
     "ground_truth_mentors": [
-      15,
-      70,
-      95,
-      124,
-      130,
-      175,
-      180,
-      185,
-      190,
-      195,
-      205,
-      220,
-      230,
-      235,
-      245,
-      250,
-      255,
-      260,
-      265,
-      279
+      176,
+      201,
+      281,
+      306
     ]
   },
   {
     "mentee_id": 5,
-    "goals": "I want to learn about User Research, Figma/Adobe XD in the fields of Banking.",
-    "career_id": 6,
+    "goals": "Em muốn chuyển ngành sang Logistics, Fintech nên cần học về SQL, Python/R.",
+    "career_id": 5,
     "domain_ids": [
-      210
-    ],
-    "mentor_domain_ids": [
-      210
+      205,
+      201
     ],
     "skill_ids": [
-      114,
-      113
+      109,
+      110
     ],
     "ground_truth_mentors": [
-      5,
-      20,
-      29,
-      34,
-      45,
-      50,
-      54,
-      65,
-      89,
-      115,
-      140,
-      145,
-      164,
-      200,
-      215,
-      239,
-      269,
-      305,
-      320,
-      329
+      3,
+      28,
+      33,
+      43,
+      48,
+      53,
+      63,
+      64,
+      88,
+      113,
+      139,
+      143,
+      163,
+      198,
+      213,
+      238,
+      268,
+      303,
+      318,
+      328
     ]
   },
   {
     "mentee_id": 6,
-    "goals": "I want to learn about Content Strategy, Data Tracking in the fields of Retail Tech.",
-    "career_id": 2,
+    "goals": "Em muốn chuyển ngành sang SaaS nên cần học về Python/R, Machine Learning.",
+    "career_id": 5,
     "domain_ids": [
-      12
-    ],
-    "mentor_domain_ids": [
-      12
+      206
     ],
     "skill_ids": [
-      203,
-      204
+      110,
+      112
     ],
     "ground_truth_mentors": [
-      12,
-      37,
-      67,
-      82,
-      92,
-      117,
-      122,
-      128,
-      157,
-      172,
-      177,
-      182,
-      187,
-      192,
-      202,
-      207,
-      217,
-      227,
-      232,
-      242
+      4,
+      28,
+      33,
+      44,
+      49,
+      53,
+      64,
+      88,
+      139,
+      268,
+      304,
+      359,
+      429,
+      458,
+      479,
+      493
     ]
   },
   {
     "mentee_id": 7,
-    "goals": "I want to learn about SQL, User Research, Design Systems in the fields of E-commerce.",
-    "career_id": 1,
+    "goals": "Mục tiêu của tôi là trở thành chuyên gia về Python/R, Machine Learning, Tableau/Power BI.",
+    "career_id": 5,
     "domain_ids": [
-      2
-    ],
-    "mentor_domain_ids": [
-      2
+      206
     ],
     "skill_ids": [
-      13,
-      10,
-      12
+      110,
+      112,
+      111
     ],
     "ground_truth_mentors": [
-      6,
-      21,
-      56,
-      73,
-      76,
-      96,
-      104,
-      106,
-      133,
-      146,
-      154,
-      166,
-      224,
-      291,
-      296,
-      321,
-      331,
-      346,
-      393,
-      396
+      4,
+      28,
+      33,
+      44,
+      49,
+      53,
+      64,
+      88,
+      139,
+      268,
+      304,
+      359,
+      429,
+      458,
+      479,
+      493
     ]
   },
   {
     "mentee_id": 8,
-    "goals": "I want to learn about Content Strategy in the fields of Retail, FMCG.",
-    "career_id": 2,
+    "goals": "Mình đang làm việc trong ngành Logistics và muốn học thêm về Python/R, Machine Learning.",
+    "career_id": 3,
     "domain_ids": [
-      204,
-      203
-    ],
-    "mentor_domain_ids": [
-      204,
-      203
+      205
     ],
     "skill_ids": [
-      106
+      110,
+      112
     ],
     "ground_truth_mentors": [
-      2,
-      17,
-      27,
-      32,
-      42,
-      47,
-      52,
-      62,
-      87,
-      112,
-      137,
-      142,
-      162,
-      197,
-      212,
-      237,
-      267,
-      302,
-      317,
-      327
+      28,
+      33,
+      53,
+      88,
+      139,
+      163,
+      238,
+      268,
+      328,
+      418,
+      458,
+      493
     ]
   },
   {
     "mentee_id": 9,
-    "goals": "I want to learn about Risk Management, Stakeholder Management in the fields of Logistics, Digital Banking.",
-    "career_id": 5,
+    "goals": "Em đang tìm mentor có kinh nghiệm về Node.js, React.js trong lĩnh vực E-commerce.",
+    "career_id": 1,
     "domain_ids": [
-      10,
-      13
-    ],
-    "mentor_domain_ids": [
-      10,
-      13
+      502
     ],
     "skill_ids": [
-      503,
-      502
+      102,
+      101
     ],
     "ground_truth_mentors": [
-      13,
-      40,
-      69,
-      85,
-      93,
-      120,
-      125,
-      129,
-      160,
-      173,
-      178,
-      184,
-      188,
-      203,
-      210,
-      218,
-      228,
-      233,
-      243,
-      248
+      126,
+      191
     ]
   },
   {
     "mentee_id": 10,
-    "goals": "I want to learn about Tableau in the fields of IT Services.",
-    "career_id": 4,
+    "goals": "Em đang tìm mentor có kinh nghiệm về System Design trong lĩnh vực Sản xuất, Sản xuất.",
+    "career_id": 1,
     "domain_ids": [
-      16
+      51,
+      52
     ],
-    "mentor_domain_ids": [
-      16
+    "skill_ids": [
+      103
+    ],
+    "ground_truth_mentors": [
+      176,
+      201,
+      281,
+      306
+    ]
+  },
+  {
+    "mentee_id": 11,
+    "goals": "Em muốn chuyển ngành sang Technology nên cần học về SQL.",
+    "career_id": 4,
+    "domain_ids": [
+      8
     ],
     "skill_ids": [
-      403
+      401
     ],
     "ground_truth_mentors": [
-      14,
       39,
-      68,
-      84,
-      94,
-      119,
-      123,
-      127,
       159,
       174,
-      179,
-      183,
       189,
-      194,
-      204,
-      209,
       219,
-      229,
-      234,
-      244
+      259,
+      344,
+      389,
+      504
     ]
   },
   {
-    "mentee_id": 11,
-    "goals": "I want to learn about User Research in the fields of Fintech.",
+    "mentee_id": 12,
+    "goals": "Mình đang làm việc trong ngành Ứng dụng di động, Trải nghiệm người dùng và muốn học thêm về SQL, Tableau, Python.",
     "career_id": 4,
     "domain_ids": [
-      1
-    ],
-    "mentor_domain_ids": [
-      1
+      30,
+      31
     ],
     "skill_ids": [
-      10
+      401,
+      403,
+      402
     ],
     "ground_truth_mentors": [
-      6,
-      21,
-      56,
-      73,
-      76,
-      96,
-      104,
-      106,
-      133,
-      146,
-      154,
-      166,
-      224,
-      291,
-      296,
-      321,
-      331,
-      346,
-      393,
-      396
+      363
     ]
   },
   {
-    "mentee_id": 12,
-    "goals": "I want to learn about Growth Hacking in the fields of Tiêu dùng nhanh.",
-    "career_id": 2,
+    "mentee_id": 13,
+    "goals": "Tôi muốn học về Tableau/Power BI.",
+    "career_id": 4,
     "domain_ids": [
-      21
-    ],
-    "mentor_domain_ids": [
-      21
+      206,
+      207
     ],
     "skill_ids": [
-      202
+      111
     ],
     "ground_truth_mentors": [
-      12,
-      37,
-      67,
-      82,
-      92,
-      117,
-      122,
-      128,
-      157,
-      172,
-      177,
-      182,
-      187,
-      192,
-      202,
-      207,
-      217,
-      227,
-      232,
-      242
+      4,
+      28,
+      33,
+      44,
+      49,
+      53,
+      64,
+      88,
+      114,
+      139,
+      144,
+      199,
+      214,
+      268,
+      304,
+      319,
+      354,
+      359,
+      409,
+      414
     ]
   },
   {
-    "mentee_id": 13,
-    "goals": "I want to learn about Agile/Scrum, Risk Management, Stakeholder Management in the fields of Sản xuất, Sản xuất.",
-    "career_id": 5,
+    "mentee_id": 14,
+    "goals": "Cần tìm mentor giỏi về System Design.",
+    "career_id": 1,
     "domain_ids": [
-      52,
-      51
-    ],
-    "mentor_domain_ids": [
-      52,
-      51
+      11,
+      10
     ],
     "skill_ids": [
-      501,
-      503,
-      502
+      103
     ],
     "ground_truth_mentors": [
-      13,
-      40,
-      69,
-      85,
-      93,
-      120,
-      125,
-      129,
-      160,
-      173,
-      178,
-      184,
-      188,
-      203,
-      210,
-      218,
-      228,
-      233,
-      243,
-      248
+      91,
+      116,
+      181,
+      226,
+      231,
+      241,
+      246,
+      251,
+      261,
+      271,
+      286,
+      311,
+      361,
+      371,
+      376,
+      381,
+      431,
+      441
     ]
   },
   {
-    "mentee_id": 14,
-    "goals": "I want to learn about Tableau in the fields of Technology.",
+    "mentee_id": 15,
+    "goals": "Em muốn chuyển ngành sang Mobile Apps, Software Services nên cần học về Tableau.",
     "career_id": 4,
     "domain_ids": [
-      8
-    ],
-    "mentor_domain_ids": [
-      8
+      56,
+      57
     ],
     "skill_ids": [
       403
     ],
     "ground_truth_mentors": [
-      14,
-      39,
-      68,
-      84,
-      94,
-      119,
-      123,
-      127,
-      159,
-      174,
       179,
-      183,
-      189,
-      194,
       204,
-      209,
-      219,
-      229,
-      234,
-      244
+      284,
+      309
     ]
   },
   {
-    "mentee_id": 15,
-    "goals": "I want to learn about Machine Learning, Python/R, Tableau/Power BI in the fields of Edtech.",
-    "career_id": 4,
+    "mentee_id": 16,
+    "goals": "Tôi muốn nâng cao kỹ năng Node.js.",
+    "career_id": 1,
     "domain_ids": [
-      207
-    ],
-    "mentor_domain_ids": [
-      207
+      1
     ],
     "skill_ids": [
-      112,
-      110,
-      111
+      102
     ],
     "ground_truth_mentors": [
-      4,
-      19,
-      28,
-      33,
-      44,
-      49,
-      53,
-      64,
-      88,
-      114,
-      139,
-      144,
-      163,
-      199,
-      214,
-      238,
-      268,
-      304,
-      319,
-      328
+      36,
+      66,
+      81,
+      121,
+      156,
+      171,
+      186,
+      206,
+      216,
+      256,
+      336,
+      341,
+      366,
+      386,
+      446,
+      481,
+      501
     ]
   },
   {
-    "mentee_id": 16,
-    "goals": "I want to learn about User Research, Design Systems, Wireframing in the fields of E-commerce.",
-    "career_id": 1,
+    "mentee_id": 17,
+    "goals": "Em đang tìm mentor có kinh nghiệm về Design Systems, Figma trong lĩnh vực Fintech.",
+    "career_id": 5,
     "domain_ids": [
-      2
-    ],
-    "mentor_domain_ids": [
-      2
+      1
     ],
     "skill_ids": [
-      10,
       12,
-      11
+      9
     ],
     "ground_truth_mentors": [
       6,
       21,
       56,
-      73,
       76,
       96,
       104,
       106,
       133,
       146,
-      154,
       166,
-      224,
       291,
       296,
       321,
       331,
       346,
       393,
-      396
+      396,
+      401,
+      461,
+      471
     ]
   },
   {
-    "mentee_id": 17,
-    "goals": "I want to learn about Design Thinking in the fields of SaaS, Mobile Apps.",
-    "career_id": 3,
+    "mentee_id": 18,
+    "goals": "Tôi muốn nâng cao kỹ năng Strategic Planning, Agile/Scrum.",
+    "career_id": 6,
     "domain_ids": [
-      5,
-      6
-    ],
-    "mentor_domain_ids": [
-      5,
-      6
+      7
     ],
     "skill_ids": [
-      303
+      62,
+      60
     ],
     "ground_truth_mentors": [
-      38,
-      83,
-      118,
-      158,
-      193,
-      208,
-      283,
-      308,
-      313,
-      373,
-      383,
-      423,
-      443,
-      503
+      100,
+      464
     ]
   },
   {
-    "mentee_id": 18,
-    "goals": "I want to learn about Power BI, Stakeholder Management in the fields of Fintech.",
-    "career_id": 5,
+    "mentee_id": 19,
+    "goals": "Mục tiêu của tôi là trở thành chuyên gia về SQL, Tableau.",
+    "career_id": 4,
     "domain_ids": [
-      501
-    ],
-    "mentor_domain_ids": [
-      501
+      56
     ],
     "skill_ids": [
-      504,
-      502
+      401,
+      403
     ],
     "ground_truth_mentors": [
-      13,
-      40,
-      69,
-      85,
-      93,
-      120,
-      125,
-      129,
-      160,
-      173,
-      178,
-      184,
-      188,
-      203,
-      210,
-      218,
-      228,
-      233,
-      243,
-      248
+      179,
+      204,
+      284,
+      309
     ]
   },
   {
-    "mentee_id": 19,
-    "goals": "I want to learn about Figma/Adobe XD in the fields of IT Outsourcing.",
-    "career_id": 7,
+    "mentee_id": 20,
+    "goals": "Mình cần người hướng dẫn về Jira, Risk Management, Agile/Scrum để phát triển sự nghiệp.",
+    "career_id": 6,
     "domain_ids": [
-      209
-    ],
-    "mentor_domain_ids": [
-      209
+      17
     ],
     "skill_ids": [
-      113
+      602,
+      603,
+      601
     ],
     "ground_truth_mentors": [
-      5,
-      20,
-      29,
-      34,
-      45,
-      50,
-      54,
-      65,
-      89,
-      115,
-      140,
-      145,
-      164,
-      200,
-      215,
-      239,
-      269,
-      305,
-      320,
-      329
+      95,
+      185,
+      250,
+      255,
+      265,
+      290,
+      380
     ]
   },
   {
-    "mentee_id": 20,
-    "goals": "I want to learn about System Design, Kubernetes in the fields of Fintech, Thương mại điện tử.",
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-    "ground_truth_mentors": [
-      74,
-      105,
-      134,
-      155,
-      225,
-      394,
-      401,
-      469,
-      499
-    ]
-  },
-  {
-    "mentee_id": 84,
-    "goals": "I want to learn about Node.js, System Design in the fields of E-commerce.",
-    "career_id": 1,
-    "domain_ids": [
-      2
-    ],
-    "mentor_domain_ids": [
       2
     ],
     "skill_ids": [
-      102,
-      103
+      103,
+      101
     ],
     "ground_truth_mentors": [
-      1,
-      11,
-      16,
-      26,
-      31,
       36,
-      41,
-      46,
-      51,
-      61,
       66,
       81,
-      86,
-      91,
-      111,
-      116,
       121,
-      126,
-      136,
-      141
+      156,
+      171,
+      186,
+      206,
+      216,
+      256,
+      336,
+      341,
+      366,
+      386,
+      446,
+      481,
+      501
     ]
   },
   {
-    "mentee_id": 85,
-    "goals": "I want to learn about SEO/SEM, Content Strategy, Kubernetes in the fields of Retail, FMCG.",
+    "mentee_id": 79,
+    "goals": "Cần tìm mentor giỏi về SEO/SEM, Kubernetes, Content Strategy.",
     "career_id": 2,
     "domain_ids": [
-      204,
-      203
-    ],
-    "mentor_domain_ids": [
-      204,
-      203
+      204
     ],
     "skill_ids": [
       105,
-      106,
-      104
+      104,
+      106
     ],
     "ground_truth_mentors": [
       2,
-      17,
       27,
       32,
-      42,
       47,
       52,
       62,
       87,
       112,
-      137,
       142,
       162,
       197,
       212,
       237,
       267,
-      286,
       302,
-      317
+      317,
+      327,
+      352,
+      407,
+      412
     ]
   },
   {
-    "mentee_id": 86,
-    "goals": "I want to learn about Figma, Statistical Modeling, Design Thinking in the fields of FMCG, Advertising.",
-    "career_id": 4,
+    "mentee_id": 80,
+    "goals": "Mình cần người hướng dẫn về Risk Management để phát triển sự nghiệp.",
+    "career_id": 6,
     "domain_ids": [
-      14,
-      15
-    ],
-    "mentor_domain_ids": [
-      14,
-      15
+      18
     ],
     "skill_ids": [
-      301,
-      304,
-      303
-    ],
-    "ground_truth_mentors": [
-      38,
-      83,
-      118,
-      158,
-      193,
-      208,
-      283,
-      308,
-      313,
-      373,
-      383,
-      423,
-      443,
-      503
+      603
+    ],
+    "ground_truth_mentors": [
+      230,
+      235,
+      250,
+      265,
+      290,
+      435
     ]
   },
   {
-    "mentee_id": 87,
-    "goals": "I want to learn about User Research, Design Systems in the fields of Fintech, SaaS.",
+    "mentee_id": 81,
+    "goals": "Mình đang làm việc trong ngành Banking và muốn học thêm về SQL, Tableau.",
     "career_id": 4,
     "domain_ids": [
-      1,
-      5
-    ],
-    "mentor_domain_ids": [
-      1,
-      5
+      7
     ],
     "skill_ids": [
-      10,
-      12
+      13,
+      15
     ],
     "ground_truth_mentors": [
-      6,
-      21,
-      56,
-      73,
-      76,
-      96,
-      104,
-      106,
-      133,
-      146,
-      154,
-      166,
-      224,
-      291,
-      296,
-      321,
-      331,
-      346,
-      393,
-      396
+      74,
+      105,
+      134
     ]
   },
   {
-    "mentee_id": 88,
-    "goals": "I want to learn about Stakeholder Management, Risk Management in the fields of IT Outsourcing.",
-    "career_id": 6,
+    "mentee_id": 82,
+    "goals": "Mình cần người hướng dẫn về Agile/Scrum để phát triển sự nghiệp.",
+    "career_id": 5,
     "domain_ids": [
-      209
-    ],
-    "mentor_domain_ids": [
+      210,
       209
     ],
     "skill_ids": [
-      119,
-      118
+      117
     ],
     "ground_truth_mentors": [
       30,
@@ -3202,246 +2202,229 @@
       165,
       240,
       270,
-      330,
-      420,
       460,
       495
     ]
   },
   {
-    "mentee_id": 89,
-    "goals": "I want to learn about SEO/SEM in the fields of Retail, FMCG.",
-    "career_id": 2,
+    "mentee_id": 83,
+    "goals": "Tôi muốn nâng cao kỹ năng Machine Learning, Data Visualization.",
+    "career_id": 5,
     "domain_ids": [
-      3,
-      4
-    ],
-    "mentor_domain_ids": [
-      3,
-      4
+      8,
+      9
     ],
     "skill_ids": [
-      21
+      51,
+      52
     ],
     "ground_truth_mentors": [
-      7,
-      22,
-      57,
-      77,
-      97,
-      107,
-      147,
-      167,
-      292,
-      297,
-      322,
-      332,
-      347,
-      397,
-      402,
-      437,
-      462,
-      472
+      10,
+      25,
+      150,
+      170,
+      295,
+      300,
+      325,
+      335,
+      350,
+      400,
+      465
     ]
   },
   {
-    "mentee_id": 90,
-    "goals": "I want to learn about System Design, Kubernetes, Node.js in the fields of Fintech.",
+    "mentee_id": 84,
+    "goals": "Mục tiêu của tôi là trở thành chuyên gia về React.js, Kubernetes.",
     "career_id": 1,
     "domain_ids": [
-      201
+      11
     ],
-    "mentor_domain_ids": [
-      201
+    "skill_ids": [
+      101,
+      104
+    ],
+    "ground_truth_mentors": [
+      91,
+      116,
+      181,
+      226,
+      231,
+      241,
+      246,
+      251,
+      261,
+      271,
+      286,
+      311,
+      361,
+      371,
+      376,
+      381,
+      431,
+      441
+    ]
+  },
+  {
+    "mentee_id": 85,
+    "goals": "Tôi muốn nâng cao kỹ năng Jira.",
+    "career_id": 6,
+    "domain_ids": [
+      7
     ],
     "skill_ids": [
-      103,
-      104,
-      102
+      602
     ],
     "ground_truth_mentors": [
-      1,
+      70,
+      124
+    ]
+  },
+  {
+    "mentee_id": 86,
+    "goals": "Mình đang làm việc trong ngành E-commerce, Logistics và muốn học thêm về React.js, Kubernetes.",
+    "career_id": 1,
+    "domain_ids": [
       11,
-      16,
-      26,
-      31,
-      36,
-      41,
-      46,
-      51,
-      61,
-      66,
-      81,
-      86,
+      10
+    ],
+    "skill_ids": [
+      101,
+      104
+    ],
+    "ground_truth_mentors": [
       91,
-      111,
       116,
-      121,
-      126,
-      136,
-      141
+      181,
+      226,
+      231,
+      241,
+      246,
+      251,
+      261,
+      271,
+      286,
+      311,
+      361,
+      371,
+      376,
+      381,
+      431,
+      441
     ]
   },
   {
-    "mentee_id": 91,
-    "goals": "I want to learn about Tableau, Python, SQL in the fields of Mobile Apps.",
+    "mentee_id": 87,
+    "goals": "Tôi muốn nâng cao kỹ năng Python/R.",
     "career_id": 3,
     "domain_ids": [
-      6
-    ],
-    "mentor_domain_ids": [
-      6
+      205,
+      206
     ],
     "skill_ids": [
-      32,
-      31,
-      30
+      110
     ],
     "ground_truth_mentors": [
-      8,
-      23,
-      148,
-      168,
-      293,
-      298,
-      323,
-      333,
-      348,
-      398
+      4,
+      28,
+      33,
+      44,
+      49,
+      53,
+      64,
+      88,
+      139,
+      163,
+      238,
+      268,
+      304,
+      328,
+      359,
+      418,
+      429,
+      458,
+      479,
+      493
     ]
   },
   {
-    "mentee_id": 92,
-    "goals": "I want to learn about Growth Hacking, Data Analytics in the fields of Retail, FMCG.",
+    "mentee_id": 88,
+    "goals": "Cần tìm mentor giỏi về SEO/SEM, Content Strategy.",
     "career_id": 2,
     "domain_ids": [
-      204,
-      203
-    ],
-    "mentor_domain_ids": [
-      204,
-      203
+      204
     ],
     "skill_ids": [
-      108,
-      107
+      105,
+      106
     ],
     "ground_truth_mentors": [
-      3,
-      18,
+      2,
       27,
       32,
-      43,
-      48,
+      47,
       52,
-      63,
+      62,
       87,
-      113,
-      138,
-      143,
+      112,
+      142,
       162,
-      198,
-      213,
+      197,
+      212,
       237,
       267,
-      303,
-      318,
-      327
-    ]
-  },
-  {
-    "mentee_id": 93,
-    "goals": "I want to learn about Agile/Scrum, Stakeholder Management in the fields of SaaS, Logistics.",
-    "career_id": 5,
-    "domain_ids": [
-      55,
-      54
-    ],
-    "mentor_domain_ids": [
-      55,
-      54
-    ],
-    "skill_ids": [
-      501,
-      502
-    ],
-    "ground_truth_mentors": [
-      13,
-      40,
-      69,
-      85,
-      93,
-      120,
-      125,
-      129,
-      160,
-      173,
-      178,
-      184,
-      188,
-      203,
-      210,
-      218,
-      228,
-      233,
-      243,
-      248
+      302,
+      317,
+      327,
+      352,
+      407,
+      412
     ]
   },
   {
-    "mentee_id": 94,
-    "goals": "I want to learn about Tableau, SQL in the fields of Banking.",
-    "career_id": 4,
+    "mentee_id": 89,
+    "goals": "Em là sinh viên muốn tìm hiểu về Jira và Retail, FMCG.",
+    "career_id": 2,
     "domain_ids": [
-      7
-    ],
-    "mentor_domain_ids": [
-      7
+      3,
+      4
     ],
     "skill_ids": [
-      403,
-      401
+      20
     ],
     "ground_truth_mentors": [
-      14,
-      39,
-      68,
-      84,
-      94,
-      119,
-      123,
-      127,
-      159,
-      174,
-      179,
-      183,
-      189,
-      194,
-      204,
-      209,
-      219,
-      229,
-      234,
-      244
+      7,
+      22,
+      57,
+      77,
+      97,
+      107,
+      147,
+      167,
+      292,
+      297,
+      322,
+      332,
+      347,
+      397,
+      402,
+      462,
+      472
     ]
   },
   {
-    "mentee_id": 95,
-    "goals": "I want to learn about Wireframing, Figma/Adobe XD in the fields of IT Outsourcing.",
-    "career_id": 5,
+    "mentee_id": 90,
+    "goals": "Em muốn chuyển ngành sang Healthtech, Edtech nên cần học về Wireframing, Design System.",
+    "career_id": 4,
     "domain_ids": [
-      209
-    ],
-    "mentor_domain_ids": [
-      209
+      208,
+      207
     ],
     "skill_ids": [
       115,
-      113
+      116
     ],
     "ground_truth_mentors": [
       5,
-      20,
       29,
       34,
       45,
@@ -3449,198 +2432,264 @@
       54,
       65,
       89,
-      115,
       140,
-      145,
       164,
-      200,
-      215,
       239,
       269,
       305,
-      320,
-      329
+      329,
+      360,
+      430,
+      459,
+      480,
+      494
     ]
   },
   {
-    "mentee_id": 96,
-    "goals": "I want to learn about Growth Hacking, SEO/SEM, Content Strategy in the fields of Digital Banking.",
-    "career_id": 2,
+    "mentee_id": 91,
+    "goals": "Em muốn chuyển ngành sang E-commerce, Fintech nên cần học về Kubernetes.",
+    "career_id": 1,
     "domain_ids": [
-      13
+      2,
+      1
     ],
-    "mentor_domain_ids": [
-      13
+    "skill_ids": [
+      104
+    ],
+    "ground_truth_mentors": [
+      81,
+      171,
+      186,
+      206,
+      216,
+      341,
+      366,
+      481
+    ]
+  },
+  {
+    "mentee_id": 92,
+    "goals": "Em là sinh viên muốn tìm hiểu về SEO/SEM, Content Strategy, Growth Hacking và Retail.",
+    "career_id": 2,
+    "domain_ids": [
+      53
     ],
     "skill_ids": [
-      202,
       201,
-      203
+      203,
+      202
     ],
     "ground_truth_mentors": [
-      12,
-      37,
-      67,
-      82,
-      92,
-      117,
-      122,
-      128,
-      157,
-      172,
       177,
-      182,
-      187,
-      192,
       202,
-      207,
-      217,
-      227,
-      232,
-      242
+      282,
+      307
     ]
   },
   {
-    "mentee_id": 97,
-    "goals": "I want to learn about Node.js, React.js, System Design in the fields of Fintech.",
-    "career_id": 1,
+    "mentee_id": 93,
+    "goals": "Em muốn chuyển ngành sang Technology nên cần học về Data Visualization, Python/SQL, Statistical Modeling.",
+    "career_id": 5,
     "domain_ids": [
-      201
-    ],
-    "mentor_domain_ids": [
-      201
+      8
     ],
     "skill_ids": [
-      102,
-      101,
-      103
+      52,
+      50,
+      53
     ],
     "ground_truth_mentors": [
-      1,
-      11,
-      16,
-      26,
-      31,
-      36,
-      41,
-      46,
-      51,
-      61,
-      66,
-      81,
-      86,
-      91,
-      111,
-      116,
-      121,
-      126,
-      136,
-      141
+      10,
+      25,
+      300,
+      400
     ]
   },
   {
-    "mentee_id": 98,
-    "goals": "I want to learn about System Design in the fields of Fintech, Thương mại điện tử.",
+    "mentee_id": 94,
+    "goals": "Em là sinh viên muốn tìm hiểu về System Design, Node.js, React.js và Fintech, Thương mại điện tử.",
     "career_id": 1,
     "domain_ids": [
       201,
       202
     ],
-    "mentor_domain_ids": [
-      201,
-      202
-    ],
     "skill_ids": [
-      103
+      103,
+      102,
+      101
     ],
     "ground_truth_mentors": [
       1,
       11,
-      16,
       26,
       31,
-      36,
       41,
       46,
       51,
       61,
-      66,
-      81,
       86,
-      91,
       111,
-      116,
-      121,
-      126,
       136,
-      141
+      141,
+      161,
+      196,
+      211,
+      236,
+      266,
+      276,
+      301,
+      316
     ]
   },
   {
-    "mentee_id": 99,
-    "goals": "I want to learn about Python, Tableau in the fields of E-commerce, SaaS.",
-    "career_id": 4,
+    "mentee_id": 95,
+    "goals": "Cần tìm mentor giỏi về Power BI, Stakeholder Management, Risk Management.",
+    "career_id": 5,
     "domain_ids": [
-      2,
-      5
+      209
     ],
-    "mentor_domain_ids": [
-      2,
+    "skill_ids": [
+      504,
+      502,
+      503
+    ],
+    "ground_truth_mentors": [
+      280
+    ]
+  },
+  {
+    "mentee_id": 96,
+    "goals": "Cần tìm mentor giỏi về Jira/Confluence, Risk Management, Strategic Planning.",
+    "career_id": 6,
+    "domain_ids": [
+      8,
       5
     ],
     "skill_ids": [
-      31,
-      32
+      63,
+      61,
+      62
     ],
     "ground_truth_mentors": [
-      8,
-      23,
-      148,
-      168,
-      293,
-      298,
-      323,
-      333,
-      348,
-      398
+      100,
+      110,
+      464,
+      475
     ]
   },
   {
-    "mentee_id": 100,
-    "goals": "I want to learn about Tableau in the fields of IT Services, Advertising.",
+    "mentee_id": 97,
+    "goals": "Em đang tìm mentor có kinh nghiệm về Design System trong lĩnh vực Banking.",
     "career_id": 4,
     "domain_ids": [
-      16,
-      15
+      7
     ],
-    "mentor_domain_ids": [
-      16,
-      15
+    "skill_ids": [
+      43
+    ],
+    "ground_truth_mentors": [
+      149,
+      169,
+      294,
+      299,
+      324,
+      349,
+      404
+    ]
+  },
+  {
+    "mentee_id": 98,
+    "goals": "Em đang tìm mentor có kinh nghiệm về SQL, Machine Learning trong lĩnh vực SaaS, Logistics.",
+    "career_id": 2,
+    "domain_ids": [
+      206,
+      205
     ],
     "skill_ids": [
-      403
+      109,
+      112
     ],
     "ground_truth_mentors": [
-      14,
-      39,
-      68,
-      84,
-      94,
-      119,
-      123,
-      127,
-      159,
-      174,
-      179,
-      183,
-      189,
-      194,
-      204,
-      209,
-      219,
-      229,
-      234,
-      244
+      3,
+      4,
+      28,
+      33,
+      43,
+      44,
+      48,
+      49,
+      53,
+      63,
+      64,
+      88,
+      113,
+      139,
+      143,
+      163,
+      198,
+      213,
+      238,
+      268
+    ]
+  },
+  {
+    "mentee_id": 99,
+    "goals": "Em muốn chuyển ngành sang Edtech, SaaS nên cần học về User Research.",
+    "career_id": 4,
+    "domain_ids": [
+      207,
+      206
+    ],
+    "skill_ids": [
+      114
+    ],
+    "ground_truth_mentors": [
+      29,
+      34,
+      54,
+      65,
+      89,
+      140,
+      164,
+      239,
+      269,
+      329,
+      419,
+      430,
+      459,
+      494
+    ]
+  },
+  {
+    "mentee_id": 100,
+    "goals": "Tôi muốn học về Python/R, Machine Learning, Tableau/Power BI.",
+    "career_id": 4,
+    "domain_ids": [
+      207,
+      208
+    ],
+    "skill_ids": [
+      110,
+      112,
+      111
+    ],
+    "ground_truth_mentors": [
+      4,
+      44,
+      49,
+      114,
+      144,
+      199,
+      214,
+      304,
+      319,
+      354,
+      359,
+      409,
+      414,
+      454,
+      479,
+      489
     ]
   }
 ]

scripts/generate_evaluation_data.py

@@ -46,20 +46,46 @@ def generate_synthetic_data(mentors: List[Dict[str, Any]], num_mentees: int = 50
         skill_names = [all_skills.get(sid, str(sid)) for sid in selected_skills]
         domain_names = [all_domains.get(did, str(did)) for did in selected_domains]
         
-        goals = f"I want to learn about {', '.join(skill_names)}"
-        if domain_names:
-            goals += f" in the fields of {', '.join(domain_names)}"
-        goals += "."
+        # VIETNAMESE LOCALIZATION
+        templates = [
+            "Tôi muốn học về {skills}.",
+            "Em đang tìm mentor có kinh nghiệm về {skills} trong lĩnh vực {domains}.",
+            "Mình cần người hướng dẫn về {skills} để phát triển sự nghiệp.",
+            "Tôi muốn nâng cao kỹ năng {skills}.",
+            "Em là sinh viên muốn tìm hiểu về {skills} và {domains}.",
+            "Mình đang làm việc trong ngành {domains} và muốn học thêm về {skills}.",
+            "Cần tìm mentor giỏi về {skills}.",
+            "Mục tiêu của tôi là trở thành chuyên gia về {skills}.",
+            "Em muốn chuyển ngành sang {domains} nên cần học về {skills}."
+        ]
+        
+        template = random.choice(templates)
+        skills_str = ", ".join(skill_names)
+        domains_str = ", ".join(domain_names) if domain_names else "công nghệ"
+        
+        goals = template.format(skills=skills_str, domains=domains_str)
         
         # STRICT MATCHING LOGIC for GROUND TRUTH
-        # A mentor is considered "relevant" if they have coverage of the requested skills
+        # A mentor is considered "relevant" if:
+        # 1. They share at least one domain (if mentee has domains)
+        # 2. They cover a significant portion (>50%) of requested skills
         relevant_mentors = []
         for m in mentors:
+            # Check domain match first (if domains are specified)
+            if selected_domains:
+                m_domains = set(m.get('domain_ids', []))
+                domain_overlap = m_domains.intersection(set(selected_domains))
+                if not domain_overlap:
+                    continue # Skip if no domain match
+            
+            # Check skill match
             m_skills = set(m.get('skill_ids', []))
-            # Calculate overlap
             overlap = m_skills.intersection(set(selected_skills))
-            # Score: percentage of requested skills covered
-            match_score = len(overlap) / len(selected_skills)
+            
+            if not selected_skills:
+                match_score = 0
+            else:
+                match_score = len(overlap) / len(selected_skills)
             
             if match_score >= 0.5: # At least 50% skill match
                 relevant_mentors.append(m['mentor_id'])
@@ -72,7 +98,7 @@ def generate_synthetic_data(mentors: List[Dict[str, Any]], num_mentees: int = 50
             "goals": goals,
             "career_id": career_id,
             "domain_ids": selected_domains,
-            "mentor_domain_ids": selected_domains, # Simulate preference
+            # mentor_domain_ids removed as per user request
             "skill_ids": selected_skills,
             "ground_truth_mentors": ground_truth
         }