diff --git a/convert-anystyle-data/anystyle-to-simple-json.ipynb b/convert-anystyle-data/anystyle-to-simple-json.ipynb
index 54cb09b904f8f893b6752025487073df59387cba..f11c98a53109a2e0663401996fd562e51cf9700d 100644
--- a/convert-anystyle-data/anystyle-to-simple-json.ipynb
+++ b/convert-anystyle-data/anystyle-to-simple-json.ipynb
@@ -3,7 +3,9 @@
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "## Convert AmyStyle training data to a simple JSONL format",
+   "source": [
+    "## Convert AmyStyle training data to a simple JSONL format"
+   ],
    "id": "ae7e001161d678cc"
   },
   {
@@ -115,14 +117,16 @@
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "## Create JSON and MarkML schema from JSON data",
+   "source": [
+    "## Create JSON and MarkML schema from JSON data"
+   ],
    "id": "6b14734c9c1f6ea6"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-07-23T07:47:58.349778Z",
-     "start_time": "2024-07-23T07:47:58.170525Z"
+     "end_time": "2024-07-24T14:34:35.340107200Z",
+     "start_time": "2024-07-24T14:34:19.358117400Z"
     }
    },
    "cell_type": "code",
@@ -153,7 +157,7 @@
     "        flat_list = [item for sublist in df['out'].tolist() for item in sublist if pd.notna(item)]\n",
     "        with open(json_file, 'w') as f:\n",
     "            json.dump(flat_list, f)\n",
-    "        schema = ie.convert(json_file, format='json')\n",
+    "        schema = ie.convert(json_file, format='json', container_class_name=\"Reference\")\n",
     "        write_schema(schema, schema_file)\n",
     "        if WRITE_EXTENDED_SCHEMA:\n",
     "            s = YAMLGenerator(schema_file).serialize()\n",
@@ -166,34 +170,43 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Processing jsonl\\10.1111_1467-6478.00057.jsonl\n",
+      "Processing jsonl\\10.1111_1467-6478.00057.jsonl\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:quantulum3.classifier:The classifier was built using a different scikit-learn version (=1.5.0, !=1.5.1). The disambiguation tool could behave unexpectedly. Consider running classifier.train_classfier()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Processing jsonl\\10.1111_1467-6478.00080.jsonl\n",
       "Processing jsonl\\10.1515_zfrs-1980-0103.jsonl\n",
       "Processing jsonl\\10.1515_zfrs-1980-0104.jsonl\n"
      ]
     }
    ],
-   "execution_count": 48
-  },
-  {
-   "metadata": {},
-   "cell_type": "code",
-   "outputs": [],
-   "execution_count": null,
-   "source": "# Create canonical schema file from one of the auto-generated ones",
-   "id": "ca27199d10d9b8bf"
+   "execution_count": 1
   },
   {
-   "metadata": {},
    "cell_type": "markdown",
-   "source": "",
-   "id": "be7693b86de42036"
+   "source": [
+    "# Create canonical schema file from one of the auto-generated ones"
+   ],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "685c3cbbeaa1b733"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-07-23T09:18:09.326748Z",
-     "start_time": "2024-07-23T09:18:09.271307Z"
+     "end_time": "2024-07-24T14:35:10.282749500Z",
+     "start_time": "2024-07-24T14:35:10.240843300Z"
     }
    },
    "cell_type": "code",
@@ -215,14 +228,14 @@
    ],
    "id": "2b48a09bda0a4387",
    "outputs": [],
-   "execution_count": 49
+   "execution_count": 3
   },
   {
    "metadata": {},
    "cell_type": "code",
    "outputs": [],
    "execution_count": null,
-   "source": "",
+   "source": [],
    "id": "1690bb4c648c5538"
   }
  ],
diff --git a/convert-anystyle-data/json/10.1515_zfrs-1980-0103.json b/convert-anystyle-data/json/10.1515_zfrs-1980-0103.json
index 549b3b613e042e587fb50faeebb96872d240f064..9ceca55a2e6bb578399220cb5bd7761ca4940db9 100644
--- a/convert-anystyle-data/json/10.1515_zfrs-1980-0103.json
+++ b/convert-anystyle-data/json/10.1515_zfrs-1980-0103.json
@@ -1,407 +1 @@
-[
-  {
-    "citation-number": "1",
-    "author": "Geiger",
-    "date": "1964"
-  },
-  {
-    "citation-number": "2",
-    "author": "Feest/Blankenburg",
-    "date": "1972"
-  },
-  {
-    "citation-number": "2",
-    "author": "ich",
-    "title": "Nichtkriminalisierung als Struktur und Routine",
-    "date": "1976"
-  },
-  {
-    "citation-number": "3",
-    "author": "Peter MacNaughton-Smith und Richard Rosellen",
-    "title": "Bereitschaft zur Anzeigeerstattung",
-    "date": "1978"
-  },
-  {
-    "citation-number": "3",
-    "author": "Richard  Rosellen",
-    "title": "Private Verbrechenskontrolle \u2014 eine empirische Untersuchung zur Anzeigeerstattung",
-    "date": "1980"
-  },
-  {
-    "citation-number": "4",
-    "author": "Blankenburg/Sessar/Steffen",
-    "date": "1978"
-  },
-  {
-    "citation-number": "5",
-    "author": "Black",
-    "date": "1973"
-  },
-  {
-    "citation-number": "6",
-    "author": "Gessner",
-    "date": "1976"
-  },
-  {
-    "citation-number": "7",
-    "author": "Luhmann",
-    "date": "1980"
-  },
-  {
-    "citation-number": "8",
-    "author": "Gessner",
-    "date": "1976"
-  },
-  {
-    "citation-number": "9",
-    "author": "Sch\u00f6nholz",
-    "date": "1980"
-  },
-  {
-    "citation-number": "10",
-    "author": "Blankenburg/Sch\u00f6nholz; Rogowski",
-    "date": "1979"
-  },
-  {
-    "citation-number": "11",
-    "author": "Hilden",
-    "date": "1976"
-  },
-  {
-    "citation-number": "12",
-    "author": "Koch",
-    "date": "1975"
-  },
-  {
-    "citation-number": "13",
-    "author": "Statistisches Bundesamt Wiesbaden",
-    "title": "Fachserie 10 (Rechtspflege) Reihe 2.1, Tabelle 10",
-    "date": "1978"
-  },
-  {
-    "citation-number": "14",
-    "author": "Blankenburg/Sch\u00f6nholz; Rogowski",
-    "date": "1979"
-  },
-  {
-    "citation-number": "15"
-  },
-  {
-    "citation-number": "16",
-    "author": "Johnson",
-    "date": "1979"
-  },
-  {
-    "citation-number": "17",
-    "author": "Steinbach",
-    "date": "1979"
-  },
-  {
-    "citation-number": "17",
-    "author": "Blankenburg/Blankenburg/Morasch",
-    "date": "1972"
-  },
-  {
-    "citation-number": "18",
-    "title": "Projektbericht ,Rechtshilfebed\u00fcrfnisse sozial Schwacher",
-    "author": "Blankenburg/Gorges/Reifner; Ticmann).",
-    "date": "1980"
-  },
-  {
-    "citation-number": "19",
-    "author": "Baumg\u00e4rtei",
-    "date": "1976"
-  },
-  {
-    "citation-number": "20"
-  },
-  {
-    "citation-number": "21",
-    "title": "Projektbericht Rechtsschutzversicherung",
-    "author": "Blankenburg; Fiedler",
-    "date": "1980"
-  },
-  {
-    "citation-number": "22",
-    "author": "Reifner/Gorges",
-    "date": "1980"
-  },
-  {
-    "citation-number": "23",
-    "author": "Reifner",
-    "date": "1979"
-  },
-  {
-    "citation-number": "24",
-    "author": "Carlin/Howard/Messinger",
-    "date": "1967"
-  },
-  {
-    "citation-number": "25",
-    "author": "Galanter",
-    "date": "1974"
-  },
-  {
-    "citation-number": "25",
-    "author": "Sarat",
-    "date": "1976"
-  },
-  {
-    "citation-number": "26",
-    "author": "Bender/Schumacher",
-    "date": "1980"
-  },
-  {
-    "citation-number": "27",
-    "author": "Steinbach",
-    "date": "1979"
-  },
-  {
-    "citation-number": "27",
-    "author": "Blankenburg/Blankenburg/Morasch",
-    "date": "1972"
-  },
-  {
-    "citation-number": "28",
-    "author": "Reifner",
-    "date": "1978"
-  },
-  {
-    "citation-number": "29",
-    "author": "Blankenburg/Sch\u00f6nholz; Rogowski",
-    "date": "1979"
-  },
-  {
-    "citation-number": "30",
-    "title": "Recht als gradualisiertes Konzept",
-    "date": "1980"
-  },
-  {
-    "citation-number": "31",
-    "author": "Steinbach",
-    "date": "1979"
-  },
-  {
-    "citation-number": "31",
-    "author": "Bender/Schumacher",
-    "date": "1980"
-  },
-  {
-    "citation-number": "32",
-    "author": "Wanner",
-    "date": "1975"
-  },
-  {
-    "citation-number": "32",
-    "author": "Bender/Schumacher",
-    "date": "1980"
-  },
-  {
-    "citation-number": "32",
-    "author": "Galanter",
-    "date": "1974"
-  },
-  {
-    "citation-number": "32",
-    "author": "Sarat",
-    "date": "1976"
-  },
-  {
-    "citation-number": "33",
-    "author": "Blankenburg/Sch\u00f6nholz; Rogowski",
-    "date": "1979"
-  },
-  {
-    "citation-number": "34",
-    "backref": "Ebenda"
-  },
-  {
-    "citation-number": "35",
-    "author": "Luhmann",
-    "date": "1969"
-  },
-  {
-    "citation-number": "36",
-    "author": "Felstiner und Danzig/Lowy",
-    "journal": "Law and Society Review",
-    "date": "1974"
-  },
-  {
-    "author": "Baumg\u00e4rtei, Gottfried",
-    "date": "1976",
-    "title": "Gleicher Zugang zum Recht f\u00fcr alle"
-  },
-  {
-    "author": "Bender, Rolf und Rolf Schumacher",
-    "date": "1980",
-    "title": "Erfolgsbarrieren vor Gericht."
-  },
-  {
-    "author": "Black, Donald",
-    "date": "1973",
-    "title": "The Mobilization of Law",
-    "journal": "Journal of Legal Studies"
-  },
-  {
-    "author": "Blankenburg, Erhard/Blankenburg, Viola/Morasch, Helmut",
-    "date": "1972",
-    "title": "Der lange Weg in die Berufung"
-  },
-  {
-    "editor": "Bender, Rolf",
-    "container-title": "Tatsachenforschung in der Justiz"
-  },
-  {
-    "author": "Blankenburg, Erhard",
-    "date": "1976",
-    "title": "Nichtkriminalisierung als Struktur und Routine"
-  },
-  {
-    "editor": "G\u00f6ppger",
-    "title": "Hans und G\u00fcnter Kaiser: Kriminologie und Strafverfahren"
-  },
-  {
-    "author": "Blankenburg, Erhard/Sessar, Klaus/Steffen, Wiebke",
-    "date": "1978",
-    "title": "Die Staatsanwaltschaft im Proze\u00df strafrechtlicher Sozialkontrolle"
-  },
-  {
-    "author": "Blankenburg, Erhard; Sch\u00f6nholz, Siegfried, unter Mitarbeit von Ralf Rogowski",
-    "date": "1979",
-    "title": "Zur Soziologie des Arbeitsgerichtsverfahrens"
-  },
-  {
-    "author": "Blankenburg, Erhard",
-    "date": "1980",
-    "title": "Recht als gradualisiertes Konzept"
-  },
-  {
-    "editor": "Blankenburg, Erhard; Klausa, Ekkehard und Hubert Rottleuthner",
-    "container-title": "Alternative Rechtsformen und Alternativen zum Recht"
-  },
-  {
-    "author": "Carlin, Jerome-, Jan Howard und Sheldon Messinger",
-    "date": "1967",
-    "title": "Civil Justice and the Poor"
-  },
-  {
-    "author": "Richard /Lowy, Michael",
-    "date": "1974",
-    "title": "Everday Disputes and Mediation in the United States: A Reply to Professor Felstiner",
-    "journal": "Law and Society Review"
-  },
-  {
-    "author": "Feest, Johannes/Blankenburg, Erhard",
-    "date": "1972",
-    "title": "Die Definitionsmacht der Polizei"
-  },
-  {
-    "author": "Felstiner, William L. F",
-    "date": "1974",
-    "title": "Influences of Social Organization on Dispute processing",
-    "journal": "Law and Society Review"
-  },
-  {
-    "author": "Felstiner, William L. F",
-    "date": "1974",
-    "title": "Avoidance as Dispute Processing: An Elaboration",
-    "journal": "Law and Society Review"
-  },
-  {
-    "author": "Galanter, Marc",
-    "date": "1974",
-    "title": "Why the ,Haves* Come out Ahead: Speculations on the Limits of Legal Change",
-    "journal": "Law and Society Review"
-  },
-  {
-    "author": "Geiger, Theodor",
-    "date": "1964",
-    "title": "Vorstudien zu einer Soziologie des Rechts"
-  },
-  {
-    "author": "Neuwied. Gessner, Volkmar",
-    "date": "1976",
-    "title": "Recht und Konflikt"
-  },
-  {
-    "author": "Hilden, Hartmut",
-    "date": "1976",
-    "title": "Rechtstatsachen im R\u00e4umungsstreit. Frankfurt/Main"
-  },
-  {
-    "author": "Johnson, Earl",
-    "date": "1979",
-    "title": "Thinking about Access: A Preliminary Typology of Possible Strategies"
-  },
-  {
-    "editor": "Cappelletti, Mauro und Bryant Garth",
-    "container-title": "Access to Justice"
-  },
-  {
-    "editor": "Milan und Alphen/ Rijn"
-  },
-  {
-    "author": "Koch, Hartmut",
-    "date": "1975",
-    "title": "Das Gerichtsverfahren als Konfliktl\u00f6sungsproze\u00df \u2014 Einstellung von Kl\u00e4gern und Beklagten zu Mietprozessen"
-  },
-  {
-    "author": "Luhmann, Niklas",
-    "date": "1969",
-    "title": "Legitimation durch Verfahren"
-  },
-  {
-    "author": "Luhmann, Niklas",
-    "date": "1980",
-    "title": "Kommunikation \u00fcber Recht in Interaktionssystemen"
-  },
-  {
-    "editor": "Blankenburg, Erhard; Klausa, Ekkehard und Hubert Rottleuthner",
-    "container-title": "Alternative Rechtsformen und Alternativen zum Recht"
-  },
-  {
-    "author": "Reifner, Udo",
-    "date": "1978",
-    "title": "Rechtshilfebed\u00fcrfnis und Verrechtlichung am Beispiel einer Berliner Mieterinitiative"
-  },
-  {
-    "author": "Reifner, Udo",
-    "date": "1979",
-    "title": "Gewerkschaftlicher Rechtsschutz \u2014 Geschichte des freigewerkschaftlichen Rechtsschutzes und der Rechtsberatung der Deutschen Arbeitsfront von 1894\u20141945"
-  },
-  {
-    "author": "Reifner, Udo und Irmela Gorges",
-    "date": "1980",
-    "title": "Alternativen der Rechtsberatung: Dienstleistung, F\u00fcrsorge und kollektive Selbsthilfe"
-  },
-  {
-    "editor": "Blankenburg, Erhard; Klausa, Ekkehard und Hubert Rottleuthner",
-    "container-title": "Alternative Rechtsformen und Alternativen zum Recht"
-  },
-  {
-    "author": "Sarat",
-    "date": "1976",
-    "title": "Alternatives in Dispute Processing in a Small Claim Court",
-    "journal": "Law and Society Review"
-  },
-  {
-    "author": "Sch\u00f6nholz, Siegfried",
-    "date": "1980",
-    "title": "Arbeitsplatzsicherung oder Kompensation - Rechtliche Formen des Bestandsschutzes im Vergleich"
-  },
-  {
-    "editor": "Vereigung f\u00fcr Rechtssoziologie",
-    "container-title": "Arbeitslosigkeit und Recht"
-  },
-  {
-    "author": "Steinbach, E",
-    "date": "1979",
-    "title": "GMD-Bericht, Manuskript. Gesellschaft f\u00fcr Mathematik und Datenverarbeitung"
-  },
-  {
-    "author": "Wanner, Craig",
-    "date": "1975",
-    "title": "The Public Ordering of Private Cases; Winning Civil Court Cases",
-    "journal": "Law and Society Review"
-  }
-]
\ No newline at end of file
+[{"citation-number": "1", "author": "Geiger", "date": "1964"}, {"citation-number": "2", "author": "Feest/Blankenburg", "date": "1972"}, {"citation-number": "2", "author": "ich", "title": "Nichtkriminalisierung als Struktur und Routine", "date": "1976"}, {"citation-number": "3", "author": "Peter MacNaughton-Smith und Richard Rosellen", "title": "Bereitschaft zur Anzeigeerstattung", "date": "1978"}, {"citation-number": "3", "author": "Richard  Rosellen", "title": "Private Verbrechenskontrolle \u2014 eine empirische Untersuchung zur Anzeigeerstattung", "date": "1980"}, {"citation-number": "4", "author": "Blankenburg/Sessar/Steffen", "date": "1978"}, {"citation-number": "5", "author": "Black", "date": "1973"}, {"citation-number": "6", "author": "Gessner", "date": "1976"}, {"citation-number": "7", "author": "Luhmann", "date": "1980"}, {"citation-number": "8", "author": "Gessner", "date": "1976"}, {"citation-number": "9", "author": "Sch\u00f6nholz", "date": "1980"}, {"citation-number": "10", "author": "Blankenburg/Sch\u00f6nholz; 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\ No newline at end of file
diff --git a/convert-anystyle-data/json/10.1515_zfrs-1980-0104.json b/convert-anystyle-data/json/10.1515_zfrs-1980-0104.json
index 9c2a4efd9d372dd90df5836d4f19228eb1583e45..33cc84e4a47a3b23cbaf8e0ca41dfb06340cddc2 100644
--- a/convert-anystyle-data/json/10.1515_zfrs-1980-0104.json
+++ b/convert-anystyle-data/json/10.1515_zfrs-1980-0104.json
@@ -1,740 +1 @@
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Crim", "date": "1973"}, {"citation-number": "74", "author": "Rokkan", "title": "Vergleichende Sozialwissenschaft", "date": "1972"}, {"citation-number": "74", "author": "IDE-International Research Group", "title": "The Organization and Execution of Cross-National Survey Research Projects", "editor": "Szalai/Petrella", "backref": "oben N. 52"}, {"citation-number": "75", "author": "Blegvad", "title": "Methodological Aspects of the Project \u201eLocal Legal Systems", "editor": "Kulcs\u00e1r", "container-title": "Sociology of Law and Legal Sciences", "date": "1977"}, {"citation-number": "76", "author": "Zweigert", "title": "Die kritische Wertung in der Rechtsvergleichung", "container-title": "Festschrift f\u00fcr Schmitthoff", "date": "1973"}, {"citation-number": "77", "author": "D\u00f6rner", "title": "Rechtstatsachenforschung und Gesetzgebung \u2014 Hinweise zur Entwicklung einer Gesetzgebungssoziologie in Frank reich", "journal": "Interview und Analyse", "date": "1979"}, {"citation-number": "78", "author": "Siehe Bryde", "title": "Recht und Konflikt \u2014 Mexiko und Afrika", "journal": "Verfassung und Recht in Obersee", "date": "1979"}]
\ No newline at end of file
diff --git a/convert-anystyle-data/schema/10.1111_1467-6478.00057-schema.yaml b/convert-anystyle-data/schema/10.1111_1467-6478.00057-schema.yaml
index 7d5a83e5a480be376be4a9210016b0dff7706659..501bf93d659e0ded73d40aa631e1d00d0d3d2675 100644
--- a/convert-anystyle-data/schema/10.1111_1467-6478.00057-schema.yaml
+++ b/convert-anystyle-data/schema/10.1111_1467-6478.00057-schema.yaml
@@ -1,12 +1,12 @@
-name: Container
-description: Container
-id: https://w3id.org/Container
+name: Reference
+description: Reference
+id: https://w3id.org/Reference
 imports:
 - linkml:types
 prefixes:
   linkml: https://w3id.org/linkml/
-  Container: https://w3id.org/Container
-default_prefix: Container
+  Reference: https://w3id.org/Reference
+default_prefix: Reference
 slots:
   citation-number:
     examples:
@@ -45,7 +45,7 @@ slots:
     - value: Dean v. District of Columbia 653 U.S. App. D.C
     range: string
 classes:
-  Container:
+  Reference:
     slots:
     - citation-number
     - author
diff --git a/convert-anystyle-data/schema/10.1111_1467-6478.00080-schema.yaml b/convert-anystyle-data/schema/10.1111_1467-6478.00080-schema.yaml
index aa9531c4fcfcaaecfd7b0c6b9f4bceb4d336339a..5ce3a8bab4a25fafec3f1c0c754615e590802e17 100644
--- a/convert-anystyle-data/schema/10.1111_1467-6478.00080-schema.yaml
+++ b/convert-anystyle-data/schema/10.1111_1467-6478.00080-schema.yaml
@@ -1,12 +1,12 @@
-name: Container
-description: Container
-id: https://w3id.org/Container
+name: Reference
+description: Reference
+id: https://w3id.org/Reference
 imports:
 - linkml:types
 prefixes:
   linkml: https://w3id.org/linkml/
-  Container: https://w3id.org/Container
-default_prefix: Container
+  Reference: https://w3id.org/Reference
+default_prefix: Reference
 slots:
   citation-number:
     examples:
@@ -45,7 +45,7 @@ slots:
     - value: Cmnd. 2154
     range: string
 classes:
-  Container:
+  Reference:
     slots:
     - citation-number
     - author
diff --git a/convert-anystyle-data/schema/10.1515_zfrs-1980-0103-schema.yaml b/convert-anystyle-data/schema/10.1515_zfrs-1980-0103-schema.yaml
index d17420a86e8ab4a27bced9085e8fbdeb733415c8..a0262f8da087ffb4d6816112144be44b7b4a39aa 100644
--- a/convert-anystyle-data/schema/10.1515_zfrs-1980-0103-schema.yaml
+++ b/convert-anystyle-data/schema/10.1515_zfrs-1980-0103-schema.yaml
@@ -1,12 +1,12 @@
-name: Container
-description: Container
-id: https://w3id.org/Container
+name: Reference
+description: Reference
+id: https://w3id.org/Reference
 imports:
 - linkml:types
 prefixes:
   linkml: https://w3id.org/linkml/
-  Container: https://w3id.org/Container
-default_prefix: Container
+  Reference: https://w3id.org/Reference
+default_prefix: Reference
 slots:
   citation-number:
     examples:
@@ -41,7 +41,7 @@ slots:
     - value: Arbeitslosigkeit und Recht
     range: string
 classes:
-  Container:
+  Reference:
     slots:
     - citation-number
     - author
diff --git a/convert-anystyle-data/schema/10.1515_zfrs-1980-0104-schema.yaml b/convert-anystyle-data/schema/10.1515_zfrs-1980-0104-schema.yaml
index 61d2bef971a9e8cc47d7759f261cda0296358f4a..eb60b8a8568344cba575340fff7084ba1ea66752 100644
--- a/convert-anystyle-data/schema/10.1515_zfrs-1980-0104-schema.yaml
+++ b/convert-anystyle-data/schema/10.1515_zfrs-1980-0104-schema.yaml
@@ -1,12 +1,12 @@
-name: Container
-description: Container
-id: https://w3id.org/Container
+name: Reference
+description: Reference
+id: https://w3id.org/Reference
 imports:
 - linkml:types
 prefixes:
   linkml: https://w3id.org/linkml/
-  Container: https://w3id.org/Container
-default_prefix: Container
+  Reference: https://w3id.org/Reference
+default_prefix: Reference
 slots:
   editor:
     examples:
@@ -41,7 +41,7 @@ slots:
     - value: oben N. 52
     range: string
 classes:
-  Container:
+  Reference:
     slots:
     - editor
     - title
diff --git a/convert-anystyle-data/schema/simple-schema.yaml b/convert-anystyle-data/schema/simple-schema.yaml
index 4c2b90ca1801824df15d9e1aa49be7d05ab3b0b1..fe17b8272dcd2c6f03b2f2866a1807917cc5e646 100644
--- a/convert-anystyle-data/schema/simple-schema.yaml
+++ b/convert-anystyle-data/schema/simple-schema.yaml
@@ -1,12 +1,12 @@
-name: Container
-description: Container
-id: https://w3id.org/Container
+name: Reference
+description: Reference
+id: https://w3id.org/Reference
 imports:
 - linkml:types
 prefixes:
   linkml: https://w3id.org/linkml/
-  Container: https://w3id.org/Container
-default_prefix: Container
+  Reference: https://w3id.org/Reference
+default_prefix: Reference
 slots:
   citation-number:
     examples:
@@ -58,7 +58,7 @@ slots:
     description: A legal reference, such as the name or identifier of a court decision
       or law, sometimes including the source where this reference can be found
 classes:
-  Container:
+  Reference:
     slots:
     - citation-number
     - author
diff --git a/llm-nervaluate/llm-nervaluate.ipynb b/llm-nervaluate/llm-nervaluate.ipynb
index e8ec072f60db838a55e6f746b0debb045c99fc87..b22818df9d2f85ba586e549fd7571882a6b32b9e 100644
--- a/llm-nervaluate/llm-nervaluate.ipynb
+++ b/llm-nervaluate/llm-nervaluate.ipynb
@@ -155,13 +155,13 @@
    "cell_type": "code",
    "outputs": [],
    "execution_count": null,
-   "source": "",
+   "source": [],
    "id": "7268ce5243d868ff"
   },
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "",
+   "source": [],
    "id": "850189270f4120f"
   },
   {
@@ -240,7 +240,9 @@
     }
    },
    "cell_type": "code",
-   "source": "!python -m prodigy spans.manual footnotes blank:de ./data/10.1515_zfrs-1980-0103-parser.jsonl --label \"author backref citation-number collection-title container-title date editor ignore journal location note pages publisher signal title volume\"",
+   "source": [
+    "!python -m prodigy spans.manual footnotes blank:de ./data/10.1515_zfrs-1980-0103-parser.jsonl --label \"author backref citation-number collection-title container-title date editor ignore journal location note pages publisher signal title volume\""
+   ],
    "id": "a43a6014692373a9",
    "outputs": [
     {
@@ -258,7 +260,7 @@
    "cell_type": "code",
    "outputs": [],
    "execution_count": null,
-   "source": "",
+   "source": [],
    "id": "78ae68df9f88f7a1"
   },
   {
@@ -269,7 +271,9 @@
     }
    },
    "cell_type": "code",
-   "source": "!python -m prodigy stats",
+   "source": [
+    "!python -m prodigy stats"
+   ],
    "id": "53fc1768ed2d7ab0",
    "outputs": [
     {
@@ -289,8 +293,7 @@
       "Database Name    SQLite                        \n",
       "Database Id      sqlite                        \n",
       "Total Datasets   0                             \n",
-      "Total Sessions   0                             \n",
-      "\n"
+      "Total Sessions   0                             \n"
      ]
     }
    ],
@@ -301,13 +304,15 @@
    "cell_type": "code",
    "outputs": [],
    "execution_count": null,
-   "source": "",
+   "source": [],
    "id": "6187045fd6b21a31"
   },
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "adapted from https://kili-technology.com/data-labeling/machine-learning/using-chatgpt-to-pre-annotate-named-entities-recognition-labeling-tasks",
+   "source": [
+    "adapted from https://kili-technology.com/data-labeling/machine-learning/using-chatgpt-to-pre-annotate-named-entities-recognition-labeling-tasks"
+   ],
    "id": "7c3613c385449e4"
   },
   {