diff --git "a/features/comment/ink_bai_liked_comment_semantics.jsonl" "b/features/comment/ink_bai_liked_comment_semantics.jsonl"
new file mode 100644--- /dev/null
+++ "b/features/comment/ink_bai_liked_comment_semantics.jsonl"
@@ -0,0 +1,1488 @@
+{"song_id": "103301", "comment_semantic_tags": "回忆共鸣", "comment_semantic_scores": "回忆共鸣:0.5333", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "109545", "comment_semantic_tags": "好听认可 | 热血共鸣 | 悲伤共鸣", "comment_semantic_scores": "好听认可:0.5417 | 热血共鸣:0.5285 | 悲伤共鸣:0.5185", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "112678", "comment_semantic_tags": "回忆共鸣", "comment_semantic_scores": "回忆共鸣:0.5606", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "115502", "comment_semantic_tags": "热血共鸣 | 回忆共鸣 | 亲情陪伴", "comment_semantic_scores": "热血共鸣:0.5761 | 回忆共鸣:0.5714 | 亲情陪伴:0.5498", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1217823", "comment_semantic_tags": "好听认可", "comment_semantic_scores": "好听认可:0.5359", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1220372", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1234534", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1293886117", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1294499002", "comment_semantic_tags": "悲伤共鸣 | 好听认可 | 热血共鸣", "comment_semantic_scores": "悲伤共鸣:0.5151 | 好听认可:0.5075 | 热血共鸣:0.4858", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1294875802", "comment_semantic_tags": "好听认可 | 故事感", "comment_semantic_scores": "好听认可:0.5410 | 故事感:0.5217", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1296410418", "comment_semantic_tags": "好听认可 | 故事感", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
+{"song_id": "1296656013", "comment_semantic_tags": "悲伤共鸣", "comment_semantic_scores": "悲伤共鸣:0.5594", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1297498908", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1297742167", "comment_semantic_tags": "回忆共鸣 | 亲情陪伴 | 故事感", "comment_semantic_scores": "回忆共鸣:0.5061 | 亲情陪伴:0.5036 | 故事感:0.4801", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1297802566", "comment_semantic_tags": "故事感", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
+{"song_id": "1298038069", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1298038070", "comment_semantic_tags": "悲伤共鸣 | 故事感 | 亲情陪伴", "comment_semantic_scores": "悲伤共鸣:0.5174 | 故事感:0.4987 | 亲情陪伴:0.4948", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1298504813", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1298804351", "comment_semantic_tags": "回忆共鸣", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
+{"song_id": "1299293129", "comment_semantic_tags": "悲伤共鸣", "comment_semantic_scores": "悲伤共鸣:0.5986", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1299570939", "comment_semantic_tags": "治愈共鸣 | 好听认可 | 悲伤共鸣", "comment_semantic_scores": "治愈共鸣:0.5363 | 好听认可:0.5215 | 悲伤共鸣:0.5112", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1301572562", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1301573948", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1302090422", "comment_semantic_tags": "幽默吐槽", "comment_semantic_scores": "幽默吐槽:0.4838", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1303289043", "comment_semantic_tags": "幽默吐槽", "comment_semantic_scores": "幽默吐槽:0.5444", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1304538675", "comment_semantic_tags": "好听认可 | 悲伤共鸣 | 故事感", "comment_semantic_scores": "好听认可:0.5073 | 悲伤共鸣:0.5024 | 故事感:0.4865", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1305365499", "comment_semantic_tags": "幽默吐槽 | 治愈共鸣 | 故事感", "comment_semantic_scores": "幽默吐槽:0.5230 | 治愈共鸣:0.5039 | 故事感:0.4995", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1305365500", "comment_semantic_tags": "悲伤共鸣 | 好听认可", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
+{"song_id": "1305365745", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1305775913", "comment_semantic_tags": "回忆共鸣", "comment_semantic_scores": "回忆共鸣:0.4880", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1307463441", "comment_semantic_tags": "回忆共鸣 | 热血共鸣", "comment_semantic_scores": "回忆共鸣:0.5264 | 热血共鸣:0.4970", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1311347592", "comment_semantic_tags": "治愈共鸣 | 故事感", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
+{"song_id": "1312259903", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1312322555", "comment_semantic_tags": "好听认可", "comment_semantic_scores": "好听认可:0.6137", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1312424104", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1313102152", "comment_semantic_tags": "好听认可 | 故事感", "comment_semantic_scores": "好听认可:0.5435 | 故事感:0.5434", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1313107065", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1313341399", "comment_semantic_tags": "", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
+{"song_id": "1313354324", "comment_semantic_tags": "幽默吐槽 | 好听认可", "comment_semantic_scores": "幽默吐槽:0.5596 | 好听认可:0.5533", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
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+{"song_id": "1315619202", "comment_semantic_tags": "回忆共鸣 | 好听认可", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
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+{"song_id": "1318216828", "comment_semantic_tags": "好听认可", "comment_semantic_scores": "", "comment_semantic_model": "bge-m3", "comment_semantic_error": "model_low_confidence_keyword_fallback"}
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+{"song_id": "1337729233", "comment_semantic_tags": "故事感 | 亲情陪伴", "comment_semantic_scores": "故事感:0.4911 | 亲情陪伴:0.4818", "comment_semantic_model": "bge-m3", "comment_semantic_error": ""}
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