Push model using huggingface_hub.

README.md

@@ -1,46 +1,9 @@
 ---
-license: cc-by-nc-sa-4.0
-base_model: jhu-clsp/ettin-encoder-17m
-base_model_relation: finetune
-datasets:
-- ucrelnlp/English-USAS-Mosaico
-language:
-- en
 tags:
 - model_hub_mixin
 - pytorch_model_hub_mixin
-- pytorch
 ---
 
-# Model Card for PyMUSAS Neural English Small BEM
-
-A fine tuned 17 million parameter English ModernBERT architecture semantic tagger. The tagger outputs semantic tags at the token level from the [USAS tagset](https://ucrel.lancs.ac.uk/usas/usas_guide.pdf).
-
-The semantic tagger is a variation of the [Bi-Encoder Model (BEM) from Blevins and Zettlemoyer 2020](https://aclanthology.org/2020.acl-main.95.pdf) a Word Sense Disambiguation (WSD) model.
-
-## Table of contents
-
-## Quick start
-
-### Installation
-
-### Usage
-
-## Model Description
-
-### Model Sources
-
-- Training Repository:
-- Inference/Usage Respoistory:
-
-### Model Architecture
-
-## Training Data
-
-## Contact Information
-
-The scripts described in this README allow you to train a variation of the [Bi-Encoder Model (BEM) from Blevins and Zettlemoyer 2020](https://aclanthology.org/2020.acl-main.95.pdf) a Word Sense Disambiguation (WSD) model. The only difference between the original and this version is that this version ties the weights of the context and gloss encoder. The model is trained to find the most relevant gloss/description for a given contextualised token that is to be disambiguated. The description comes from the semantic tagset, which in this case is USAS, whereby the description describes a semantic tag.
-
 This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
 - Code: [More Information Needed]
 - Paper: [More Information Needed]

config.json

@@ -4,6 +4,7 @@
   "base_model_name": "jhu-clsp/ettin-encoder-17m",
   "batch_first": true,
   "freeze_base_model": false,
+  "label_definitions_directory_path": null,
   "number_transformer_encoder_layers": 0,
   "scalar_mix_layer_norm": true,
   "transformer_encoder_hidden_dim": 512,

label_definitions/embedding_index_to_label.json

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label_definitions/label_definitions_embeddings.safetensors

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+oid sha256:43d473fbebb880a22528ece98a10de9832c21c74bb5faf23d3a7c4d675dc2206
+size 226408

label_definitions/label_to_definition.json

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Weapons description: Terms relating to national security/the armed forces/combat, etc.", "H1": "title: Architecture & kinds of houses & buildings description: Terms relating to buildings/habitats of various kinds, and their construction", "H2": "title: Parts of buildings description: Terms relating to parts of buildings", "H3": "title: Areas around or near houses description: Terms relating to areas around or near houses/buildings", "H4": "title: Residence description: Terms relating to habitation/occupancy, or the lack of", "H5": "title: Furniture and household fittings description: Terms relating to furniture and fittings used within the home/buildings", "I1": "title: Money generally description: Terms relating to money generally", "I1.1": "title: Money: Affluence description: Terms relating to (level of) wealth/prosperity", "I1.2": "title: Money: Debts description: Terms relating to (level of) debt", "I1.3": "title: Money: Price description: Terms relating to cost/worth/value (includes invoicing procedures)", "I2": "title: Business description:", "I2.1": "title: Business: Generally description: Terms relating to business generally", "I2.2": "title: Business: Selling description: Terms relating to trading/retail", "I3.1": "title: Work and employment: Generally description: Terms relating to work and employment generally", "I3.2": "title: Work and employment: Professionalism description: Terms relating to (level of) professionalism", "I4": "title: Industry description: Terms relating to industry (including types of)", "K1": "title: Entertainment generally description: Terms relating to entertainment generally", "K2": "title: Music and related activities description: Terms relating to music and related activities", "K3": "title: Recorded sound etc. description: Terms relating to recorded sound/sound recording", "K4": "title: Drama, the Performing Arts, the theatre & Show-business description: Terms relating to drama, the Performing Arts, the theatre & Show-business", "K5": "title: Sports and games generally description:", "K5.1": "title: Sports description: Terms relating to sporting activities", "K5.2": "title: Games description: Terms relating to games and other leisure activities", "K6": "title: Children\u2019s games and toys description: Terms relating to children\u2019s games and toys", "L1": "title: Life and living things description: Terms relating to life and death", "L2": "title: Living creatures generally description: Terms relating to living creatures (e.g. non-human)", "L3": "title: Plants description: Terms relating to plants and plant-life", "M1": "title: Moving, coming and going description: Terms depicting movement (towards and away from X)", "M2": "title: Putting, taking, pulling, pushing, description: Terms depicting putting/taking/pulling/pushing movements/activities", "M3": "title: Means of transport (Land) description: Terms depicting means of transport/ways of transporting and/or travelling (on land)", "M4": "title: Means of transport (Water) description: Terms depicting means of transport/ways of transporting and/or travelling (by water)", "M5": "title: Means of transport (Air) description: Terms depicting means of transport/ways of transporting and/or travelling (by air)", "M6": "title: Location and direction description: Terms depicting position of/point of reference for X", "M7": "title: Places description: Terms depicting geographical/conceptual spaces", "M8": "title: Remaining/stationary description: Terms depicting the various stages of inactivity (stopping/loitering/immobility, etc)", "N1": "title: Numbers description: Number terms (e.g. cardinal, ordinal, fraction, etc)", "N2": "title: Mathematics description: Mathematical terms", "N3": "title: Measurement description:", "N3.1": "title: Measurement: General description: General measurements", "N3.2": "title: Measurement: Size description: Terms of measurement relating to size", "N3.3": "title: Measurement: Distance description: Terms of measurement relating to distance", "N3.4": "title: Measurement: Volume description: Terms of measurement relating to volume", "N3.5": "title: Measurement: Weight description: Terms of measurement relating to weight", "N3.6": "title: Measurement: Area description: Terms of measurement relating to area", "N3.7": "title: Measurement: Length & height description: Terms of measurement relating to length and height", "N3.8": "title: Measurement: Speed description: Terms of measurement relating to speed", "N4": "title: Linear order description: Terms relating to linear movement/order, sequencing, etc.", "N5": "title: Quantities description: Terms depicting quantities", "N5.1": "title: Entirety; maximum description: Terms depicting maximal/maximum quantities", "N5.2": "title: Exceeding; waste description: Terms depicting excessive/wasteful quantities", "N6": "title: Frequency etc. description: Terms relating to frequency/rate of recurrence", "O1": "title: Substances and materials generally description: Terms relating to substances and materials generally", "O1.1": "title: Substances and materials generally: Solid description: Terms depicting solid substances/materials", "O1.2": "title: Substances and materials generally: Liquid description: Terms depicting liquid substances (other than drinks) and wetness", "O1.3": "title: Substances and materials generally: Gas description: Terms depicting/relating to gases", "O2": "title: Objects generally description: Terms relating to objects generally", "O3": "title: Electricity and electrical equipment description: Terms relating to electricity and electrical equipment", "O4": "title: Physical attributes description:", "O4.1": "title: General appearance and physical properties description: Terms relating to general appearance/physical properties", "O4.2": "title: Judgement of appearance (pretty etc.) description: Descriptive terms relating to the appearance/look of X", "O4.3": "title: Colour and colour patterns description: Terms depicting colour and other visual attributes", "O4.4": "title: Shape description: Terms relating to shapes/the shape of X", "O4.5": "title: Texture description: Terms depicting texture", "O4.6": "title: Temperature description: Terms relating to temperature", "P1": "title: Education in general description: Terms relating to education in general", "Q1": "title: Substances and materials generally description:", "Q1.1": "title: Communication in general description: Terms relating to communication in general", "Q1.2": "title: Paper documents and writing description: Terms relating to written communication (including writing/printing implements and documentation)", "Q1.3": "title: Telecommunications description: Terms relating to telecommunications", "Q2": "title: Speech acts description:", "Q2.1": "title: Speech etc: Communicative description: Terms relating to spoken communication", "Q2.2": "title: Speech acts description: Speech acts terms", "Q3": "title: Language, speech and grammar description: Terms relating to language (including linguistic/grammatical terms)", "Q4": "title: The Media description: General terms relating to the media", "Q4.1": "title: The Media: Books description: Media terms relating to (types of) books, and their production", "Q4.2": "title: The Media: Newspapers etc. description: Media terms relating to (types of) newspapers, and their production", "Q4.3": "title: The Media: TV, Radio & Cinema description: Media terms specifically relating to TV, Radio and the Cinema", "S1.1.1": "title: General description: Terms relating to social actions, state and processes in general", "S1.1.2": "title: Reciprocity description: Terms relating to the exchange of X/lack of exchange between (groups of) people", "S1.1.3": "title: Participation description: Terms relating to participation/involvement, or the lack of", "S1.1.4": "title: Deserve etc. description: Terms relating to entitlement/eligibility/merit, etc.", "S1.2": "title: Personality traits description: Terms depicting personality traits/characteristics", "S1.2.1": "title: Approachability and Friendliness description: Terms depicting (level of) approachability/friendliness", "S1.2.2": "title: Avarice description: Terms depicting (level of) avarice/generosity", "S1.2.3": "title: Egoism description: Terms depicting (level of) egoism", "S1.2.4": "title: Politeness description: Terms depicting (level of) politeness", "S1.2.5": "title: Toughness; strong/weak description: Terms depicting (level of) strength/weakness", "S1.2.6": "title: Sensible description: Terms depicting (level of) sensibleness/absurdity", "S2": "title: People description: Term indicating that particular words relate to/denote people \u2013 e.g. students", "S2.1": "title: People: Female description: Terms relating to females", "S2.2": "title: People: Male description: Terms relating to males", "S3": "title: Relationship description:", "S3.1": "title: Relationship: General description: Terms relating to relationships in general", "S3.2": "title: Relationship: Intimate/sexual description: Terms relating to relationships that are intimate and/or sexual, or to a person\u2019s sexual orientation.", "S4": "title: Kin description: Terms relating to relationships between family members/familiars", "S5": "title: Groups and affiliation description: Terms relating to groups/the level of association/affiliation between groups", "S6": "title: Obligation and necessity description: Terms depicting (level of) obligation/necessity", "S7.1": "title: Power, organizing description: Terms depicting power/authority/influence and organisation/administration", "S7.2": "title: Respect description: Terms depicting (level of) respect/deference/reverence", "S7.3": "title: Competition description: Terms depicting competition/rivalry/contest, or the lack of", "S7.4": "title: Permission description: Terms depicting (level of) permission/consent/authorisation", "S8": "title: Helping/hindering description: Terms depicting (level of) help/hindrance", "S9": "title: Religion and the supernatural description: Terms relating to religions and the supernatural", "T1": "title: Time description:", "T1.1": "title: Time: General description: Terms relating to time in general", "T1.1.1": "title: Time: General: Past description: General terms relating to a past (period/point in) time", "T1.1.2": "title: Time: General: Present; simultaneous description: General terms relating to a present (period/point in) time", "T1.1.3": "title: Time: General: Future description: General terms relating to a future (period/point in) time", "T1.2": "title: Time: Momentary description: Terms relating to a momentary/transitory (period/point in) time", "T1.3": "title: Time: Period description: Terms relating to a specific period of time", "T2": "title: Time: Beginning and ending description: Terms depicting commencement/completion", "T3": "title: Time: Old, new and young; age description: Terms relating to age/maturity", "T4": "title: Time: Early/late description: Terms relating to well-timed-ness", "W1": "title: The universe description: Terms relating to the universe/cosmos", "W2": "title: Light description:", "W3": "title: Geographical terms description: Geographical terms", "W4": "title: Weather description: Terms relating to the climate/weather conditions", "W5": "title: Green issues description: Environmental terms", "X1": "title: General description: General terms relating to psychological actions, states and processes", "X2": "title: Mental actions and processes description: Terms relating to mental actions and processes in general", "X2.1": "title: Thought, belief description: Terms relating to reasoning/thinking, and level of belief/sceptism", "X2.2": "title: Knowledge description: Terms relating to (level) of knowledge/perception/retrospection", "X2.3": "title: Learn description: Terms relating to (level of) learning/mastery/deduction/realisation", "X2.4": "title: Investigate, examine, test, search description: Terms relating to investigation/examination", "X2.5": "title: Understand description: Terms depicting (level of) understanding/comprehension", "X2.6": "title: Expect description: Terms depicting (level of) expectation", "X3": "title: Sensory description:", "X3.1": "title: Sensory: Taste description: Sensory terms relating to taste", "X3.2": "title: Sensory: Sound description: Sensory terms relating to sound", "X3.3": "title: Sensory: Touch description: Sensory terms relating to touch", "X3.4": "title: Sensory: Sight description: Sensory terms relating to sight", "X3.5": "title: Sensory: Smell description: Sensory terms relating to smell", "X4.1": "title: Mental object: Conceptual object description: Terms depicting conceptual objects/objects of the mind (e.g. ideas/concepts)", "X4.2": "title: Mental object: Means, method description: Terms relating to mental practises/procedures/resources/techniques", "X5.1": "title: Attention description: Terms relating to the (level of) attention", "X5.2": "title: Interest/boredom/excited/energetic description: Terms depicting (level of) interest/energy/boredom, etc", "X6": "title: Deciding description: Terms relating to decisions/decision making, or lack of", "X7": "title: Wanting; planning; choosing description: Terms depicting (level of) desire/aspiration", "X8": "title: Trying description: Terms depicting (level of) effort/resolution", "X9": "title: Ability description:", "X9.1": "title: Ability: Ability, intelligence description: Terms depicting (level of) ability/intelligence", "X9.2": "title: Ability: Success and failure description: Terms depicting (level of) success/failure", "Y1": "title: Science and technology in general description: Terms relating to science and technology", "Y2": "title: Information technology and computing description: Terms relating to information technology and computing", "Z0": "title: Unmatched proper noun description:", "Z1": "title: Personal names description: Nouns that distinguish/identify an individual (e.g. a first name and/or surname, a title of address)", "Z2": "title: Geographical names description: Nouns that distinguish/identify a specific place (e.g. the name of a road, a city, a country, a continent, etc.)", "Z3": "title: Other proper names description: Nouns that distinguish/identify a product, company, etc. (note \u2013 also includes acronyms)", "Z4": "title: Discourse Bin description: Discourse markers, emphatic communication terms", "Z5": "title: Grammatical bin description: Prepositions/adverbs/conjunctions, etc", "Z6": "title: Negative description: Negative particles", "Z7": "title: If description: Conditional terms", "Z8": "title: Pronouns etc. description: Pronouns (standard and colloquial)", "Z9": "title: Trash can description:"}