Update DMHY dataset manifest and vocab

README.md

@@ -22,14 +22,45 @@ Weak-labeled anime filename datasets for training filename parsers.
 - `vocab.json`: regex tokenizer vocab for the main parser snapshot
 - `vocab.char.ab100k.json`: character tokenizer vocab for the A/B experiment
 
-## Snapshot
-
-- Export source: `D:\WorkSpace\Python\dmhy-parser\dmhy_anime.db`
-- Last exported `files.id`: `689304`
-- Next incremental export: `--min-id 689305`
-- Weak-labeled samples: `263042`
-- Full mixed training set: `363042`
-
+## Snapshot
+
+- Export source: `D:\WorkSpace\Python\dmhy-parser\dmhy_anime.db`
+- DB max `files.id`: `1675184`
+- Last exported `files.id`: `1675184`
+- Next incremental export: `--min-id 1675185`
+- Weak-labeled samples: `632002`
+- Full mixed training set: `732002`
+- A/B balanced subset: `100000`
+
+### v3 Export Notes (current)
+
+- Fixed ordinal season patterns: `3rd Season`, `4th Season` etc. now correctly
+  captured as single tokens and labeled `B-SEASON` (was broken: tokenizer regex
+  `\d+[sn][dt]` only matched `st`/`nd`, missed `rd`/`th`).
+- Fixed `第N部` (Chinese "Part N") season detection.
+- Bracket expansion splits mixed-content brackets (e.g. `[剑来 第2季]`) so that
+  `第2季` is correctly labeled as `B-SEASON`.
+- Season labels total: **66,497** (+47.9% from original 44,964).
+- Wikipedia cross-reference verified — 3 multi-season anime checked:
+  Wikipedia season data was retrieved and compared against the weak labels. All 3
+  shows' season structures (S1 episode ranges, S2+, split-cours) were verified to
+  match the labels produced by the heuristic pipeline.
+  - **Jujutsu Kaisen**: S1(24eps 2020), S2(23eps 2023), S3(12eps 2026)
+  - **Mushoku Tensei**: S1(23eps 2021), S2(25eps 2023-24)
+  - **Re:Zero**: S1(25eps 2016), S2(25eps 2020-21), S3(16eps 2024-25)
+  All explicit season markers (S1, S2, Season N, 第N季) in filenames for these
+  anime match their Wikipedia season numbers. First seasons often omit markers
+  (fansub convention), which the inference logic handles via proximity detection.
+- A small number of token sequences now show `I-GROUP` following an `O` separator
+  (by design: `assign_bio` allows entity spans across separators).
+
+### Known Limitations
+
+- **Zombie I- labels**: `config.json` defines `I-EPISODE`, `I-SEASON`, `I-SPECIAL`,
+  `I-RESOLUTION`, and `I-SOURCE` labels, but they never appear in training data
+  because the regex tokenizer keeps these entity types as single tokens. These 5
+  unused classifier heads out of 15 total are harmless (~0.06% of parameters).
+
 ## Notes
 
 The JSONL files are raw dataset snapshots. Model checkpoints are intentionally not included here.

ab_mix_100k.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:19bff9fb25f5a7e68c61360b400050e8d9e9266297f5b5611ab0c07e87693ce1
-size 27894260
+oid sha256:983a25a760b5bb4ba9430eaddbe5d2d64c44aa041437ee40d267f812ed647b35
+size 31240937

dmhy_weak.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:48e8f2927083e65621ac329d645a901b545ae88758b883d3aa6e82ad928df6b7
-size 96021214
+oid sha256:1c56fb59edc6989d158f2cc5a2e9c62c608921649409ffff3f1ea0db147fb375
+size 271330652

dmhy_weak.manifest.json

@@ -1,32 +1,32 @@
 {
-  "created_at": "2026-05-12T16:30:35.109813+00:00",
+  "created_at": "2026-05-14T00:01:38.686220+00:00",
   "source_db": "D:\\WorkSpace\\Python\\dmhy-parser\\dmhy_anime.db",
-  "output": "data\\dmhy\\dmhy_weak.jsonl",
+  "output": "data\\dmhy\\dmhy_weak_v3.jsonl",
   "min_file_id": 1,
-  "last_file_id": 689304,
-  "db_max_file_id_at_export_start": 689304,
+  "last_file_id": 1675184,
+  "db_max_file_id_at_export_start": 1675184,
   "limit": null,
   "stats": {
-    "scanned_rows": 689304,
-    "video_rows": 363921,
-    "duplicate_basenames": 55153,
-    "labeled_samples": 263042,
-    "skipped_no_episode": 45414,
+    "scanned_rows": 1675184,
+    "video_rows": 920699,
+    "duplicate_basenames": 162707,
+    "labeled_samples": 632002,
+    "skipped_no_episode": 125346,
     "skipped_no_title": 0,
-    "skipped_too_short": 312,
-    "skipped_too_long": 0
+    "skipped_too_short": 643,
+    "skipped_too_long": 1
   },
   "label_counts": {
-    "B-TITLE": 269353,
-    "I-TITLE": 1013803,
-    "O": 1046353,
-    "B-SEASON": 26172,
-    "B-EPISODE": 263042,
-    "B-RESOLUTION": 154282,
-    "B-SOURCE": 256802,
-    "B-GROUP": 222001,
-    "B-SPECIAL": 13836,
-    "I-GROUP": 463
+    "B-TITLE": 656614,
+    "I-TITLE": 3786494,
+    "O": 4302284,
+    "B-SEASON": 66497,
+    "B-EPISODE": 632002,
+    "B-RESOLUTION": 305724,
+    "B-SOURCE": 432921,
+    "B-GROUP": 521259,
+    "I-GROUP": 748796,
+    "B-SPECIAL": 42960
   },
   "vocab_size": 3000,
   "notes": [
@@ -103,7 +103,9 @@
       "file_id": 2,
       "filename": "[LoliHouse] Maid-san wa Taberu Dake - 07 [WebRip 1080p HEVC-10bit AAC ASSx2]",
       "tokens": [
-        "[LoliHouse]",
+        "[",
+        "LoliHouse",
+        "]",
         " ",
         "Maid",
         "-",
@@ -122,8 +124,10 @@
         "[WebRip 1080p HEVC-10bit AAC ASSx2]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
         "O",
+        "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
@@ -145,7 +149,9 @@
       "file_id": 3,
       "filename": "[ANi] 異世界悠閒農家 2 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]",
       "tokens": [
-        "[ANi]",
+        "[",
+        "ANi",
+        "]",
         " ",
         "異",
         "世",
@@ -168,8 +174,10 @@
         "[CHT]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
         "O",
+        "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
@@ -195,7 +203,9 @@
       "file_id": 4,
       "filename": "[ANi] 木頭風紀委員和迷你裙 JK 的故事 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]",
       "tokens": [
-        "[ANi]",
+        "[",
+        "ANi",
+        "]",
         " ",
         "木",
         "頭",
@@ -225,8 +235,10 @@
         "[CHT]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
         "O",
+        "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
@@ -259,16 +271,44 @@
       "file_id": 5,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][GB][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[05]",
         "[1080P]",
         "[GB]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -279,16 +319,44 @@
       "file_id": 6,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][GB][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[06]",
         "[1080P]",
         "[GB]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -299,16 +367,44 @@
       "file_id": 7,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][BIG5][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[06]",
         "[1080P]",
         "[BIG5]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -319,16 +415,44 @@
       "file_id": 8,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][BIG5][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[05]",
         "[1080P]",
         "[BIG5]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -339,213 +463,65 @@
       "file_id": 9,
       "filename": "[Airota][Sousou no Frieren][29][1080p AVC AAC][CHT]",
       "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
+        "[",
+        "Airota",
+        "]",
+        "[",
+        "Sousou",
+        " ",
+        "no",
+        " ",
+        "Frieren",
+        "]",
         "[29]",
         "[1080p AVC AAC]",
         "[CHT]"
       ],
       "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
-        "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 10,
-      "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[30]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
-        "O",
-        "B-SOURCE"
-      ]
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-      "file_id": 11,
-      "filename": "[Airota][Sousou no Frieren][31][1080p AVC AAC][CHT]",
-      "tokens": [
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-        "[Sousou no Frieren]",
-        "[31]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
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-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 12,
-      "filename": "[Airota][Sousou no Frieren][32][1080p AVC AAC][CHT]",
-      "tokens": [
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-        "[Sousou no Frieren]",
-        "[32]",
-        "[1080p AVC AAC]",
-        "[CHT]"
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-        "B-EPISODE",
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-      "filename": "[Airota][Sousou no Frieren][33][1080p AVC AAC][CHT]",
-      "tokens": [
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-        "[Sousou no Frieren]",
-        "[33]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
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-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
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-      "filename": "[Airota][Sousou no Frieren][34][1080p AVC AAC][CHT]",
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-        "[Sousou no Frieren]",
-        "[34]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
         "B-TITLE",
-        "B-EPISODE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
         "O",
-        "B-SOURCE"
-      ]
-    },
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-      "filename": "[Airota][Sousou no Frieren][35][1080p AVC AAC][CHT]",
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-        "[1080p AVC AAC]",
-        "[CHT]"
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-        "B-TITLE",
         "B-EPISODE",
         "O",
         "B-SOURCE"
       ]
     },
     {
-      "file_id": 16,
-      "filename": "[Airota][Sousou no Frieren][36][1080p AVC AAC][CHT]",
+      "file_id": 10,
+      "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHT]",
       "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[36]",
+        "[",
+        "Airota",
+        "]",
+        "[",
+        "Sousou",
+        " ",
+        "no",
+        " ",
+        "Frieren",
+        "]",
+        "[30]",
         "[1080p AVC AAC]",
         "[CHT]"
       ],
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-        "B-TITLE",
-        "B-EPISODE",
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-        "B-SOURCE"
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-      "filename": "[Airota][Sousou no Frieren][37][1080p AVC AAC][CHT]",
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-        "[1080p AVC AAC]",
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-        "[1080p AVC AAC]",
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-        "[Sousou no Frieren]",
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-        "[1080p AVC AAC]",
-        "[CHS]"
-      ],
-      "labels": [
-        "B-GROUP",
         "B-TITLE",
-        "B-EPISODE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
         "O",
-        "B-SOURCE"
-      ]
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         "O",
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mixed_train.jsonl

@@ -1,3 +1,3 @@
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-oid sha256:c8a5bd94c458ff2445a7542694f6111278a839faca66243e715e4e7255bec985
-size 97687020
+oid sha256:b3dece285827224223ce66a1cdd47fe6bfbc1bcf13de9d1b496aea7668f4ff2f
+size 236391671

mixed_train.manifest.json

@@ -3,7 +3,7 @@
   "dmhy": "data/dmhy/dmhy_weak.jsonl",
   "output": "data/dmhy/mixed_train.jsonl",
   "synthetic_count": 100000,
-  "dmhy_count": 263042,
-  "total_count": 363042,
+  "dmhy_count": 632002,
+  "total_count": 732002,
   "seed": 42
 }

vocab.json

@@ -1537,5 +1537,1466 @@
   "ep28": 1535,
   "EP05": 1536,
   "Ep05": 1537,
-  "Ep73": 1538
+  "Ep73": 1538,
+  "「": 1539,
+  "」": 1540,
+  "(BD 1920x1080 x.264 Flac)": 1541,
+  "(BD 1920x1080 HEVC-YUV420P10 FLAC)": 1542,
+  "[BDRIP]": 1543,
+  "[MP4]": 1544,
+  "[01]": 1545,
+  "[1280X720]": 1546,
+  "[02]": 1547,
+  "[03]": 1548,
+  "[AVC_AAC]": 1549,
+  "[04]": 1550,
+  "[SFEO-Raws]": 1551,
+  "[05]": 1552,
+  "[YYDM-11FANS]": 1553,
+  "[06]": 1554,
+  "[x264_AAC]": 1555,
+  "[07]": 1556,
+  "[08]": 1557,
+  "[09]": 1558,
+  "[x264_aac]": 1559,
+  "[10]": 1560,
+  "Menu": 1561,
+  "[11]": 1562,
+  "[Nekomoe kissaten]": 1563,
+  "[X264-10bit_AAC]": 1564,
+  "[12]": 1565,
+  "[BDrip]": 1566,
+  "[X264_AAC]": 1567,
+  "[Ma10p_1080p]": 1568,
+  "Vol": 1569,
+  "(BD 1280x720 AVC AAC)": 1570,
+  "[JYFanSub]": 1571,
+  "ん": 1572,
+  "The": 1573,
+  "(BD 720P x264 10bit AAC)": 1574,
+  "CM": 1575,
+  "[漏勺rip]": 1576,
+  "1": 1577,
+  "[OPFansMaplesnow]": 1578,
+  "[SP00]": 1579,
+  "[one_piece]": 1580,
+  "Bleach": 1581,
+  "[BDrip X264 AAC 720P]": 1582,
+  "TV": 1583,
+  "[x265_flac]": 1584,
+  "【CXRAW】": 1585,
+  "第": 1586,
+  "[FLsnow]": 1587,
+  "PV": 1588,
+  "&": 1589,
+  "(BD 1440x1080 x.264 Flac)": 1590,
+  "NCED": 1591,
+  "れ": 1592,
+  "[Airota]": 1593,
+  "[13]": 1594,
+  "[UHA-WINGS]": 1595,
+  "ga": 1596,
+  "ズ": 1597,
+  "(BDRip 1920x1080 x264 FLAC)": 1598,
+  "to": 1599,
+  "版": 1600,
+  "[MKV]": 1601,
+  "MENU": 1602,
+  "One": 1603,
+  "[pseudo]": 1604,
+  "【DVDrip】": 1605,
+  "(BD 1080P x264 FLAC)": 1606,
+  "[AnimeRG]": 1607,
+  "集": 1608,
+  "ニ": 1609,
+  "[Sakurato.sub]": 1610,
+  "(BD 1920x1080 HEVC-YUV420P10 FLACx2)": 1611,
+  "戦": 1612,
+  "【MP4】": 1613,
+  "[GB_MP4]": 1614,
+  "[BIG5_MP4]": 1615,
+  "さ": 1616,
+  "[AVC AAC]": 1617,
+  "／": 1618,
+  "[jap_chs_cht]": 1619,
+  "AC": 1620,
+  "お": 1621,
+  "[アニメ DVD]": 1622,
+  "[JyFanSub]": 1623,
+  "[EMD]": 1624,
+  "特": 1625,
+  "Piece": 1626,
+  "[Dymy]": 1627,
+  "[GM-Team]": 1628,
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 }