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README.md

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+---
+language: en
+tags:
+- frame-semantics
+- semantic-role-labeling
+- token-classification
+- roberta
+license: apache-2.0
+widget:
+- text: "The cat sat on the mat"
+  text_pair: "sat"
+---
+
+# nixie1981/sem_frames
+
+## Model Description
+
+This is a RoBERTa-based model fine-tuned for semantic frame detection using a Question-Answering approach.
+Given a sentence and a target word, the model predicts the semantic frame that best describes the word's meaning in context.
+
+The model is trained on FrameNet 1.7 data and can predict from 797 different semantic frames.
+
+## Usage
+
+### Using the model directly
+
+```python
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+import torch
+
+# Load model and tokenizer
+tokenizer = AutoTokenizer.from_pretrained("nixie1981/sem_frames")
+model = AutoModelForSequenceClassification.from_pretrained("nixie1981/sem_frames")
+
+# Example: Find frame for "sat" in "The cat sat on the mat"
+sentence = "The cat sat on the mat"
+target_word = "sat"
+
+# Tokenize
+inputs = tokenizer(sentence, target_word, return_tensors="pt")
+
+# Predict
+with torch.no_grad():
+    outputs = model(**inputs)
+    predicted_frame_id = torch.argmax(outputs.logits, dim=-1).item()
+    predicted_frame = model.config.id2label[predicted_frame_id]
+
+print(f"Frame for '{target_word}': {predicted_frame}")
+```
+
+### Using the inference script
+
+```python
+from frame_finder.inference_qa import FrameFinderQA
+
+# Initialize
+finder = FrameFinderQA(model_path="nixie1981/sem_frames")
+
+# Analyze text
+text = "The cat sat on the mat"
+result = finder.predict_text(text)
+
+for token, frame in zip(result['tokens'], result['frames']):
+    print(f"{token}: {frame}")
+```
+
+## Training Data
+
+The model was trained on FrameNet 1.7, which includes:
+- Semantic frame annotations for English text
+- 797 distinct semantic frames
+- Thousands of annotated sentences
+
+## Input Format
+
+The model expects two inputs:
+1. **Sentence**: The complete sentence containing the target word
+2. **Target word**: The specific word to classify
+
+Format: `[CLS] sentence [SEP] target_word [SEP]`
+
+## Output
+
+The model outputs one of 797 semantic frame labels, or '_' for words without frames.
+
+## Performance
+
+
+
+## Limitations
+
+- Trained only on English text
+- Limited to FrameNet 1.7 frame inventory
+- Performance may vary on domain-specific text
+
+## Citation
+
+If you use this model, please cite:
+
+```bibtex
+@misc{frame-finder-qa,
+  title={QA-based Semantic Frame Finder},
+  author={Your Name},
+  year={2024},
+  publisher={HuggingFace}
+}
+```
+
+## License
+
+Apache 2.0

config.json

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+{
+  "_name_or_path": "roberta-base",
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "_",
+    "1": "Event_instance",
+    "2": "Luck",
+    "3": "Medical_professionals",
+    "4": "Process_stop",
+    "5": "Agriculture",
+    "6": "Sleep",
+    "7": "Request",
+    "8": "Come_down_with",
+    "9": "Manufacturing",
+    "10": "Ingredients",
+    "11": "Processing_materials",
+    "12": "Intoxicants",
+    "13": "Scope",
+    "14": "Sociability",
+    "15": "Prison",
+    "16": "Trust",
+    "17": "Intercepting",
+    "18": "Take_place_of",
+    "19": "Bungling",
+    "20": "Leadership",
+    "21": "Presence",
+    "22": "People_by_morality",
+    "23": "Activity_prepare",
+    "24": "Political_locales",
+    "25": "Cause_harm",
+    "26": "Expressing_publicly",
+    "27": "Communication_noise",
+    "28": "Origin",
+    "29": "Opportunity",
+    "30": "Objective_influence",
+    "31": "Amassing",
+    "32": "Margin_of_resolution",
+    "33": "Cause_to_wake",
+    "34": "Economy",
+    "35": "Capacity",
+    "36": "Becoming",
+    "37": "Forgiveness",
+    "38": "Be_in_agreement_on_action",
+    "39": "Amounting_to",
+    "40": "Departing",
+    "41": "Defending",
+    "42": "Deserving",
+    "43": "Detaining",
+    "44": "Communication_manner",
+    "45": "Medical_specialties",
+    "46": "Evidence",
+    "47": "People_along_political_spectrum",
+    "48": "Relational_quantity",
+    "49": "Transition_to_a_quality",
+    "50": "Adopt_selection",
+    "51": "Reparation",
+    "52": "Amalgamation",
+    "53": "Inhibit_movement",
+    "54": "Electricity",
+    "55": "Topic",
+    "56": "Relative_time",
+    "57": "Sending",
+    "58": "Activity_pause",
+    "59": "Military",
+    "60": "Expectation",
+    "61": "Extradition",
+    "62": "Aging",
+    "63": "Examination",
+    "64": "Have_associated",
+    "65": "Ingest_substance",
+    "66": "Preventing_or_letting",
+    "67": "Extreme_value",
+    "68": "Achieving_first",
+    "69": "Usefulness",
+    "70": "Education_teaching",
+    "71": "Becoming_silent",
+    "72": "Finish_competition",
+    "73": "Accomplishment",
+    "74": "Cause_to_make_noise",
+    "75": "Fall_asleep",
+    "76": "Food",
+    "77": "Sign",
+    "78": "Telling",
+    "79": "Used_up",
+    "80": "Undergoing",
+    "81": "Colonization",
+    "82": "Obscurity",
+    "83": "Apply_heat",
+    "84": "Being_in_captivity",
+    "85": "Eclipse",
+    "86": "Killing",
+    "87": "Judgment_direct_address",
+    "88": "Bail_decision",
+    "89": "Manner",
+    "90": "Predicament",
+    "91": "Delivery",
+    "92": "Distributed_position",
+    "93": "Robbery",
+    "94": "Motion",
+    "95": "Turning_out",
+    "96": "Location_in_time",
+    "97": "Becoming_dry",
+    "98": "Cause_to_perceive",
+    "99": "Expected_location_of_person",
+    "100": "Process_end",
+    "101": "Dominate_competitor",
+    "102": "Change_of_phase",
+    "103": "Being_in_control",
+    "104": "Halt",
+    "105": "Left_to_do",
+    "106": "Project",
+    "107": "Cause_impact",
+    "108": "Individual_history",
+    "109": "Position_on_a_scale",
+    "110": "Needing",
+    "111": "Destroying",
+    "112": "Possession",
+    "113": "Connecting_architecture",
+    "114": "Thriving",
+    "115": "Gathering_up",
+    "116": "Piracy",
+    "117": "Shapes",
+    "118": "Rescuing",
+    "119": "Perception_active",
+    "120": "Stage_of_progress",
+    "121": "Withdraw_from_participation",
+    "122": "Accompaniment",
+    "123": "Improvement_or_decline",
+    "124": "Punctual_perception",
+    "125": "Becoming_aware",
+    "126": "Rewards_and_punishments",
+    "127": "Using",
+    "128": "Text",
+    "129": "Being_in_effect",
+    "130": "Law",
+    "131": "Kinship",
+    "132": "Change_event_duration",
+    "133": "Popularity",
+    "134": "Infrastructure",
+    "135": "Arrest",
+    "136": "Part_whole",
+    "137": "Regard",
+    "138": "Sound_level",
+    "139": "Delimitation_of_diversity",
+    "140": "Being_at_risk",
+    "141": "Change_post-state",
+    "142": "Practice",
+    "143": "Endangering",
+    "144": "Earnings_and_losses",
+    "145": "Body_parts",
+    "146": "Cogitation",
+    "147": "Contrition",
+    "148": "Relation",
+    "149": "Taking_time",
+    "150": "Ineffability",
+    "151": "Process_start",
+    "152": "Similarity",
+    "153": "Means",
+    "154": "Temporal_subregion",
+    "155": "Range",
+    "156": "System_complexity",
+    "157": "Reveal_secret",
+    "158": "Daring",
+    "159": "Part_ordered_segments",
+    "160": "Likelihood",
+    "161": "Committing_crime",
+    "162": "Exemplar",
+    "163": "Memory",
+    "164": "Fullness",
+    "165": "Dominate_situation",
+    "166": "Duration_relation",
+    "167": "Making_arrangements",
+    "168": "Scarcity",
+    "169": "Deciding",
+    "170": "Being_in_operation",
+    "171": "Catching_fire",
+    "172": "Competition",
+    "173": "Coming_to_be",
+    "174": "Boundary",
+    "175": "Typicality",
+    "176": "Activity_stop",
+    "177": "Wealthiness",
+    "178": "Intentionally_create",
+    "179": "Serving_in_capacity",
+    "180": "Subjective_influence",
+    "181": "Being_wet",
+    "182": "Buildings",
+    "183": "Commerce_sell",
+    "184": "Interior_profile_relation",
+    "185": "Being_dry",
+    "186": "Besieging",
+    "187": "Indigenous_origin",
+    "188": "Progression",
+    "189": "State_of_entity",
+    "190": "Architectural_part",
+    "191": "Intentional_traversing",
+    "192": "Being_necessary",
+    "193": "Change_of_leadership",
+    "194": "Ammunition",
+    "195": "Suitability",
+    "196": "Change_operational_state",
+    "197": "Abounding_with",
+    "198": "Information",
+    "199": "Body_movement",
+    "200": "Inclination",
+    "201": "Part_piece",
+    "202": "Supply",
+    "203": "Point_of_dispute",
+    "204": "Ride_vehicle",
+    "205": "Instance",
+    "206": "Quitting_a_place",
+    "207": "Invading",
+    "208": "Candidness",
+    "209": "Making_faces",
+    "210": "Encoding",
+    "211": "Sent_items",
+    "212": "Religious_belief",
+    "213": "Fastener",
+    "214": "Taking_sides",
+    "215": "Fairness_evaluation",
+    "216": "Assessing",
+    "217": "Scouring",
+    "218": "Sign_agreement",
+    "219": "Soaking_up",
+    "220": "Create_physical_artwork",
+    "221": "Social_event",
+    "222": "Hearsay",
+    "223": "Adjusting",
+    "224": "Enforcing",
+    "225": "Tolerating",
+    "226": "Offshoot",
+    "227": "Social_interaction_evaluation",
+    "228": "Run_risk",
+    "229": "People",
+    "230": "Create_representation",
+    "231": "Operational_testing",
+    "232": "Sounds",
+    "233": "Biological_area",
+    "234": "Heralding",
+    "235": "Labor_product",
+    "236": "Cause_change_of_position_on_a_scale",
+    "237": "Judgment",
+    "238": "Undergo_change",
+    "239": "Cause_to_make_progress",
+    "240": "Being_employed",
+    "241": "Speak_on_topic",
+    "242": "Bearing_arms",
+    "243": "Documents",
+    "244": "Catastrophe",
+    "245": "Categorization",
+    "246": "Disembarking",
+    "247": "Evaluative_comparison",
+    "248": "Medical_conditions",
+    "249": "Judicial_body",
+    "250": "Ranked_expectation",
+    "251": "Success_or_failure",
+    "252": "Cause_to_amalgamate",
+    "253": "Rite",
+    "254": "Hit_or_miss",
+    "255": "Social_connection",
+    "256": "Alliance",
+    "257": "Measure_linear_extent",
+    "258": "Ground_up",
+    "259": "Certainty",
+    "260": "Transfer",
+    "261": "Hiring",
+    "262": "Clothing",
+    "263": "Cause_motion",
+    "264": "Being_attached",
+    "265": "Out_of_existence",
+    "266": "Reliance",
+    "267": "Capability",
+    "268": "Memorization",
+    "269": "Storing",
+    "270": "Offenses",
+    "271": "Misdeed",
+    "272": "Communication_response",
+    "273": "First_experience",
+    "274": "Fear",
+    "275": "Just_found_out",
+    "276": "Foreign_or_domestic_country",
+    "277": "Scrutiny",
+    "278": "Respond_to_proposal",
+    "279": "Mass_motion",
+    "280": "Going_back_on_a_commitment",
+    "281": "Rate_description",
+    "282": "Breathing",
+    "283": "Desiring",
+    "284": "Using_resource",
+    "285": "Intentionally_act",
+    "286": "Cure",
+    "287": "Having_or_lacking_access",
+    "288": "Render_nonfunctional",
+    "289": "Representative",
+    "290": "Commerce_pay",
+    "291": "Notification_of_charges",
+    "292": "Prominence",
+    "293": "Closure",
+    "294": "Preference",
+    "295": "Imprisonment",
+    "296": "Desirable_event",
+    "297": "Ratification",
+    "298": "Getting_vehicle_underway",
+    "299": "Beyond_compare",
+    "300": "History",
+    "301": "Attention",
+    "302": "Translating",
+    "303": "Disgraceful_situation",
+    "304": "Noise_makers",
+    "305": "Addiction",
+    "306": "Attending",
+    "307": "Seeking_to_achieve",
+    "308": "Measurable_attributes",
+    "309": "Attaching",
+    "310": "Gizmo",
+    "311": "Partiality",
+    "312": "Adjacency",
+    "313": "Meet_with",
+    "314": "Cause_fluidic_motion",
+    "315": "Institutionalization",
+    "316": "Motion_noise",
+    "317": "Make_noise",
+    "318": "Perception_experience",
+    "319": "Temperature",
+    "320": "Criminal_investigation",
+    "321": "Completeness",
+    "322": "Waiting",
+    "323": "Discussion",
+    "324": "Reassuring",
+    "325": "Be_in_agreement_on_assessment",
+    "326": "Vocalizations",
+    "327": "Undergo_transformation",
+    "328": "Quantity",
+    "329": "Quantified_mass",
+    "330": "Forgoing",
+    "331": "Obviousness",
+    "332": "Measure_area",
+    "333": "Referring_by_name",
+    "334": "Performing_arts",
+    "335": "Directional_locative_relation",
+    "336": "Cutting",
+    "337": "Physical_artworks",
+    "338": "Accoutrements",
+    "339": "Complaining",
+    "340": "Grinding",
+    "341": "Being_active",
+    "342": "Estimating",
+    "343": "Reason",
+    "344": "Shoot_projectiles",
+    "345": "Fleeing",
+    "346": "Cause_expansion",
+    "347": "Arraignment",
+    "348": "Abandonment",
+    "349": "Statement",
+    "350": "Verdict",
+    "351": "Text_creation",
+    "352": "Placing",
+    "353": "Biological_urge",
+    "354": "Beat_opponent",
+    "355": "Activity_start",
+    "356": "Filling",
+    "357": "Stimulus_focus",
+    "358": "Have_as_requirement",
+    "359": "Make_acquaintance",
+    "360": "Putting_out_fire",
+    "361": "Purpose",
+    "362": "Mental_stimulus_stimulus_focus",
+    "363": "Offering",
+    "364": "Agree_or_refuse_to_act",
+    "365": "Remembering_experience",
+    "366": "Giving_in",
+    "367": "Measure_mass",
+    "368": "Sidereal_appearance",
+    "369": "Linguistic_meaning",
+    "370": "Eventive_affecting",
+    "371": "Process_completed_state",
+    "372": "Emotions_by_stimulus",
+    "373": "Prohibiting_or_licensing",
+    "374": "Measure_duration",
+    "375": "Experience_bodily_harm",
+    "376": "Natural_features",
+    "377": "Emergency_fire",
+    "378": "Frequency",
+    "379": "Response",
+    "380": "Frugality",
+    "381": "Non-gradable_proximity",
+    "382": "Estimated_value",
+    "383": "Animals",
+    "384": "Front_for",
+    "385": "Kidnapping",
+    "386": "Mental_stimulus_exp_focus",
+    "387": "Measure_volume",
+    "388": "Work",
+    "389": "Adducing",
+    "390": "Exchange",
+    "391": "Manipulate_into_doing",
+    "392": "Giving_birth",
+    "393": "Locale_by_event",
+    "394": "Evoking",
+    "395": "Body_mark",
+    "396": "Shopping",
+    "397": "Moving_in_place",
+    "398": "Version_sequence",
+    "399": "Communicate_categorization",
+    "400": "Imposing_obligation",
+    "401": "Proportion",
+    "402": "Trying_out",
+    "403": "Bringing",
+    "404": "Growing_food",
+    "405": "Mining",
+    "406": "Participation",
+    "407": "Path_shape",
+    "408": "Distinctiveness",
+    "409": "Rank",
+    "410": "Board_vehicle",
+    "411": "Interrupt_process",
+    "412": "Color_qualities",
+    "413": "Performers_and_roles",
+    "414": "Expansion",
+    "415": "Compliance",
+    "416": "Execution",
+    "417": "Successful_action",
+    "418": "Rotting",
+    "419": "Judgment_communication",
+    "420": "Partitive",
+    "421": "Excreting",
+    "422": "Expertise",
+    "423": "Existence",
+    "424": "Exporting",
+    "425": "Give_impression",
+    "426": "Experiencer_obj",
+    "427": "Activity_resume",
+    "428": "Affirm_or_deny",
+    "429": "Co-association",
+    "430": "Emphasizing",
+    "431": "Irregular_combatants",
+    "432": "Legality",
+    "433": "Money",
+    "434": "Guilt_or_innocence",
+    "435": "People_by_residence",
+    "436": "Tasting",
+    "437": "Extreme_point",
+    "438": "Degree_of_processing",
+    "439": "Cause_to_start",
+    "440": "Wearing",
+    "441": "Diversity",
+    "442": "Historic_event",
+    "443": "Public_services",
+    "444": "Setting_fire",
+    "445": "Cause_change",
+    "446": "Actually_occurring_entity",
+    "447": "Isolated_places",
+    "448": "Member_of_military",
+    "449": "Temporary_stay",
+    "450": "Abusing",
+    "451": "Dispersal",
+    "452": "Giving",
+    "453": "Dimension",
+    "454": "Path_traveled",
+    "455": "Direction",
+    "456": "Stinginess",
+    "457": "Strictness",
+    "458": "Behind_the_scenes",
+    "459": "Being_obligated",
+    "460": "Make_agreement_on_action",
+    "461": "Change_posture",
+    "462": "Attack",
+    "463": "Fields",
+    "464": "Billing",
+    "465": "Medium",
+    "466": "Activity_finish",
+    "467": "Research",
+    "468": "Cause_bodily_experience",
+    "469": "Change_tool",
+    "470": "Vehicle",
+    "471": "Emotion_directed",
+    "472": "Process",
+    "473": "Nuclear_process",
+    "474": "Control",
+    "475": "Level_of_force_resistance",
+    "476": "Possibility",
+    "477": "Arson",
+    "478": "Avoiding",
+    "479": "Roadways",
+    "480": "Creating",
+    "481": "Claim_ownership",
+    "482": "Active_substance",
+    "483": "Convey_importance",
+    "484": "Supporting",
+    "485": "Separating",
+    "486": "Labeling",
+    "487": "Sentencing",
+    "488": "Attempt_means",
+    "489": "Light_movement",
+    "490": "Businesses",
+    "491": "Cause_to_continue",
+    "492": "Verification",
+    "493": "Forging",
+    "494": "Fluidic_motion",
+    "495": "Team",
+    "496": "Grasp",
+    "497": "Being_relevant",
+    "498": "Travel",
+    "499": "Temporal_collocation",
+    "500": "State_continue",
+    "501": "Volubility",
+    "502": "Cause_change_of_phase",
+    "503": "Remembering_information",
+    "504": "Opinion",
+    "505": "Commerce_buy",
+    "506": "Part_inner_outer",
+    "507": "Launch_process",
+    "508": "Destiny",
+    "509": "Try_defendant",
+    "510": "Execute_plan",
+    "511": "Explaining_the_facts",
+    "512": "People_by_origin",
+    "513": "Age",
+    "514": "Confronting_problem",
+    "515": "Hostile_encounter",
+    "516": "Assistance",
+    "517": "Arranging",
+    "518": "Mental_property",
+    "519": "Abundance",
+    "520": "Breaking_out_captive",
+    "521": "Manner_of_life",
+    "522": "Hit_target",
+    "523": "Traversing",
+    "524": "Employing",
+    "525": "Emanating",
+    "526": "Taking",
+    "527": "Redirecting",
+    "528": "People_by_vocation",
+    "529": "People_by_religion",
+    "530": "Body_description_holistic",
+    "531": "Timespan",
+    "532": "Revenge",
+    "533": "Medical_intervention",
+    "534": "Appointing",
+    "535": "Hospitality",
+    "536": "Commemorative",
+    "537": "Terrorism",
+    "538": "Surrendering_possession",
+    "539": "Choosing",
+    "540": "Entering_of_plea",
+    "541": "Come_together",
+    "542": "Concessive",
+    "543": "System",
+    "544": "Building",
+    "545": "Awareness_status",
+    "546": "Type",
+    "547": "Motion_directional",
+    "548": "Name_conferral",
+    "549": "Sequence",
+    "550": "Artificiality",
+    "551": "Hunting",
+    "552": "Degree",
+    "553": "Transition_to_state",
+    "554": "Prevent_or_allow_possession",
+    "555": "Pattern",
+    "556": "Aiming",
+    "557": "Quitting",
+    "558": "Retaining",
+    "559": "Recording",
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