| { |
| "name": "vela3-fast", |
| "format": "vela3-encoder/1", |
| "backbone": "UltraBERT-380M (24 layers, hidden 1024, 32K context); frozen decision backbone = soup_X2", |
| "adapters": { |
| "span": { |
| "file": "span_adapter.safetensors", |
| "lora_rank": 64, |
| "lora_alpha": 128, |
| "lora_layers": "all (24 layers x q/k/v/o/gate/up/down = 168 modules)", |
| "full_layers": [ |
| 20, |
| 21, |
| 22, |
| 23 |
| ], |
| "switched_on": "every span question", |
| "source": "span/ckpt-060000", |
| "trained_on": "soup_X2" |
| }, |
| "router": { |
| "file": "router_adapter.safetensors", |
| "lora_rank": 64, |
| "lora_alpha": 128, |
| "lora_layers": "all (168 modules)", |
| "full_layers": [ |
| 16, |
| 17, |
| 18, |
| 19, |
| 20, |
| 21, |
| 22, |
| 23 |
| ], |
| "switched_on": "choice / set questions whose instructions are one of the 18 router texts (router_questions.json; router_texts_v2: + MASSIVE intent / scenario)", |
| "source": "router/ckpt-070000", |
| "trained_on": "soup_X2" |
| }, |
| "relation": { |
| "file": "relation_adapter.safetensors", |
| "lora_rank": 128, |
| "full_layers": [ |
| 20, |
| 21, |
| 22, |
| 23 |
| ], |
| "switched_on": "span questions with a relation wording (vela3_encoder._REL_Q), not router / evidence label sets", |
| "source": "relation/ckpt-020000", |
| "trained_on": "soup_X2" |
| }, |
| "ner": { |
| "file": "ner_adapter.safetensors", |
| "lora_rank": 128, |
| "full_layers": [ |
| 20, |
| 21, |
| 22, |
| 23 |
| ], |
| "switched_on": "names-only open-label entity questions", |
| "source": "ner/ckpt-016000", |
| "trained_on": "soup_X2" |
| }, |
| "span_set": { |
| "file": "span_sets_adapter.safetensors", |
| "switched_on": "halu and PII label sets", |
| "source": "span_sets/ckpt-060000", |
| "trained_on": "soup_X2" |
| }, |
| "evidence": { |
| "file": "evidence_adapter.safetensors", |
| "switched_on": "evidence questions (evidence label set, or evidence / support / cite wording outside pii / halu / toxic)", |
| "source": "evidence/ckpt-060720", |
| "trained_on": "soup_X2", |
| "recipe": "evfast C1 (RESULTS_EVFAST.md §10.4) on X2", |
| "lora_rank": 64, |
| "lora_alpha": 128, |
| "full_layers": [ |
| 20, |
| 21, |
| 22, |
| 23 |
| ] |
| } |
| }, |
| "decisions": "choice / noul questions that are not router questions: the decision backbone, one encoder input per question (vela3_encoder.DecisionEncoder)", |
| "router": { |
| "set_threshold": 0.5, |
| "set_threshold_source": "fixed 0.5 (not tuned)", |
| "probabilities": "softmax over the real options, no temperature", |
| "task_adapters": { |
| "domain": { |
| "ids": [ |
| "domain" |
| ], |
| "source": "domain/ckpt-006000", |
| "file": "domain_adapter.safetensors" |
| }, |
| "factcheck": { |
| "ids": [ |
| "factcheck" |
| ], |
| "source": "factcheck/ckpt-000750", |
| "file": "factcheck_adapter.safetensors" |
| }, |
| "feedback": { |
| "file": "feedback_df_adapter.safetensors", |
| "ids": [ |
| "feedback" |
| ], |
| "source": "feedback_df/ckpt-002000" |
| } |
| } |
| }, |
| "span": { |
| "default_question": "Which spans are named entities of these types?", |
| "threshold": 0.6, |
| "relation_threshold": 0.55, |
| "evidence": { |
| "labels": [ |
| "evidence" |
| ], |
| "question": "Which spans of the context support the answer to the question?", |
| "threshold": 0.5, |
| "max_len": 32768, |
| "buckets": [ |
| { |
| "name": "short", |
| "max_tokens": 2048, |
| "threshold": 0.5 |
| }, |
| { |
| "name": "long", |
| "max_tokens": 1000000000000, |
| "threshold": 0.4 |
| } |
| ], |
| "source": "short: ub_zs EV dev pick; long (> 2048 target tokens): QASPER validation thr half; one window up to 32768 tokens", |
| "adapter": "evidence_adapter.safetensors" |
| }, |
| "router_set_temperature": 0.29842907190322876, |
| "thresholds_by_set": { |
| "halu": 0.45, |
| "toxic": 0.5 |
| }, |
| "pii_buckets": [ |
| { |
| "name": "short", |
| "max_tokens": 1024, |
| "threshold": 0.35 |
| }, |
| { |
| "name": "4K", |
| "max_tokens": 6144, |
| "threshold": 0.95 |
| }, |
| { |
| "name": "8K", |
| "max_tokens": 1000000000000, |
| "threshold": 0.4 |
| } |
| ], |
| "threshold_sources": { |
| "open_relation_evidence": "ub_zs dev on this package", |
| "evidence_long": "kd_eval QASPER-validation thr half", |
| "halu_pii": "score_schema_r4 dev on the dev1 package, T_span from its eval_v2 calibration", |
| "toxic": "not tuned (0.5)" |
| }, |
| "router_label_sets": { |
| "pii": [ |
| "AGE", |
| "CREDIT_CARD", |
| "DATE_TIME", |
| "DOMAIN_NAME", |
| "EMAIL_ADDRESS", |
| "GPE", |
| "IBAN_CODE", |
| "IP_ADDRESS", |
| "NRP", |
| "ORGANIZATION", |
| "PERSON", |
| "PHONE_NUMBER", |
| "STREET_ADDRESS", |
| "TITLE", |
| "US_DRIVER_LICENSE", |
| "US_SSN", |
| "ZIP_CODE" |
| ], |
| "halu": [ |
| "unsupported" |
| ], |
| "toxic": [ |
| "Criminal Planning/Confessions", |
| "Violence", |
| "Hate/Identity Hate", |
| "Harassment", |
| "Profanity", |
| "Sexual", |
| "Sexual (minor)", |
| "Controlled/Regulated Substances", |
| "PII/Privacy", |
| "Guns and Illegal Weapons", |
| "Suicide and Self Harm", |
| "Unauthorized Advice", |
| "Political/Misinformation/Conspiracy", |
| "Fraud/Deception", |
| "Illegal Activity", |
| "Threat", |
| "Copyright/Trademark/Plagiarism", |
| "High Risk Gov Decision Making", |
| "Immoral/Unethical", |
| "Needs Caution", |
| "Other", |
| "S1", |
| "S2", |
| "S3", |
| "S4", |
| "S5", |
| "S6", |
| "S7", |
| "S8", |
| "S9", |
| "S10", |
| "S11", |
| "S12", |
| "S14", |
| "others", |
| "social_stereotypes_and_unfair_discrimination", |
| "disseminating_false_or_misleading_information_encouraging_disinformation_campaigns", |
| "violence_and_physical_harm", |
| "private_information_individual", |
| "sensitive_information_organization_government", |
| "defamation_encouraging_unethical_or_unsafe_actions", |
| "toxic_language_hate_speech", |
| "fraud_assisting_illegal_activities", |
| "copyright_violations", |
| "causing_material_harm_by_disseminating_misinformation", |
| "sexual_content", |
| "mental_health_over-reliance_crisis" |
| ] |
| }, |
| "schemas": { |
| "pii": { |
| "question": "Which spans are personal information?", |
| "labels": { |
| "AGE": "a person's age", |
| "CREDIT_CARD": "a payment card number", |
| "DATE_TIME": "a date, time or date of birth", |
| "DOMAIN_NAME": "an internet domain name or website address", |
| "EMAIL_ADDRESS": "an e-mail address", |
| "GPE": "a country, city, state or other geopolitical place", |
| "IBAN_CODE": "an international bank account number (IBAN)", |
| "IP_ADDRESS": "an IPv4 or IPv6 address", |
| "NRP": "a nationality, religious or political group", |
| "ORGANIZATION": "the name of a company, institution or other organisation", |
| "PERSON": "a person's name", |
| "PHONE_NUMBER": "a telephone number", |
| "STREET_ADDRESS": "a street address or postal address", |
| "TITLE": "a personal or professional title such as Dr. or Mrs.", |
| "US_DRIVER_LICENSE": "a US driver's licence number", |
| "US_SSN": "a US social security number", |
| "ZIP_CODE": "a postal or ZIP code" |
| }, |
| "over": "user" |
| }, |
| "halu": { |
| "question": "Which spans of the answer are not supported by the context?", |
| "labels": { |
| "unsupported": "a claim not supported by the context" |
| }, |
| "over": "answer" |
| }, |
| "toxic": { |
| "question": "Which spans are harmful?", |
| "labels": { |
| "Criminal Planning/Confessions": "planning, assisting or confessing to a crime", |
| "Violence": "inciting, threatening or describing physical violence against people", |
| "Hate/Identity Hate": "hatred or dehumanisation targeting a protected identity", |
| "Harassment": "targeted abuse, bullying or intimidation of a person", |
| "Profanity": "obscene or vulgar language", |
| "Sexual": "sexually explicit content involving adults", |
| "Sexual (minor)": "any sexual content involving a minor", |
| "Controlled/Regulated Substances": "obtaining, producing or misusing drugs or regulated substances", |
| "PII/Privacy": "seeking or exposing personal or private information about someone", |
| "Guns and Illegal Weapons": "acquiring, building or using weapons illegally", |
| "Suicide and Self Harm": "self-harm, suicide or encouragement of either", |
| "Unauthorized Advice": "medical, legal or financial advice given without qualification", |
| "Political/Misinformation/Conspiracy": "political manipulation, misinformation or conspiracy content", |
| "Fraud/Deception": "scams, phishing, forgery or deceiving others for gain", |
| "Illegal Activity": "unlawful activity not covered by a more specific category", |
| "Threat": "an explicit threat of harm directed at someone", |
| "Copyright/Trademark/Plagiarism": "infringing copyright or passing off others' work", |
| "High Risk Gov Decision Making": "high-stakes government, military or public-safety decisions", |
| "Immoral/Unethical": "conduct that is unethical without being clearly illegal", |
| "Needs Caution": "ambiguous content warranting caution without a clear violation", |
| "Other": "a safety concern that no other category describes", |
| "S1": "violent crimes, including terrorism and physical assault", |
| "S2": "non-violent crimes such as theft, trafficking or cybercrime", |
| "S3": "sex-related crimes including trafficking and sexual assault", |
| "S4": "child sexual exploitation of any kind", |
| "S5": "defamation, false damaging statements about a real person", |
| "S6": "specialised medical, legal or financial advice without qualification", |
| "S7": "privacy violations, exposing personal information", |
| "S8": "intellectual property infringement", |
| "S9": "indiscriminate weapons, chemical, biological, nuclear or radiological", |
| "S10": "hate targeting a protected characteristic", |
| "S11": "suicide and self-harm", |
| "S12": "sexual content involving adults", |
| "S14": "abuse of a code interpreter or execution environment", |
| "others": "a safety concern that no other category describes", |
| "social_stereotypes_and_unfair_discrimination": "stereotyping or unfair treatment based on a protected characteristic", |
| "disseminating_false_or_misleading_information_encouraging_disinformation_campaigns": "spreading false or misleading claims, or organising a disinformation campaign", |
| "violence_and_physical_harm": "inciting, threatening or describing physical harm to people", |
| "private_information_individual": "seeking or exposing a private individual's personal information", |
| "sensitive_information_organization_government": "seeking or exposing confidential organisational or government information", |
| "defamation_encouraging_unethical_or_unsafe_actions": "defaming a real person, or encouraging unethical or unsafe conduct", |
| "toxic_language_hate_speech": "abusive, degrading or hateful language directed at people", |
| "fraud_assisting_illegal_activities": "scams, forgery or assistance with unlawful activity", |
| "copyright_violations": "reproducing or infringing copyrighted material", |
| "causing_material_harm_by_disseminating_misinformation": "false claims that cause concrete harm, such as medical or safety misinformation", |
| "sexual_content": "sexually explicit content involving adults", |
| "mental_health_over-reliance_crisis": "mental-health crisis content, or unsafe reliance on the model for care" |
| }, |
| "over": "user" |
| } |
| }, |
| "window": { |
| "max_len": 8192, |
| "overlap": 512, |
| "aggregation": "mean of word logits over windows", |
| "evidence_max_len": 32768 |
| }, |
| "precision": "span / router passes in fp32 (as evaluated: dev reads and thresholds); Vela3Encoder.load(adapter_bf16=True) for bf16 autocast", |
| "task_adapters": { |
| "relation": "relation_adapter.safetensors", |
| "ner": "ner_adapter.safetensors" |
| }, |
| "relation": { |
| "threshold_pair": 0.55, |
| "threshold_multi": 0.45, |
| "source": "rel_dev.py v3 on the dev1 package (NER step = the NER adapter at 0.6): pair = head-conditioned dev pick, multi = CoNLL04 + CrossRE dev e2e pick" |
| }, |
| "ner": { |
| "threshold": 0.6, |
| "source": "ner_dev.py on this package: one threshold on the thr halves of ner_shift / hier / ner_shift_lc (names only)" |
| }, |
| "threshold_note": "evfast: evidence thresholds from dev reads on this package (set_ev.py, 2026-10-24T20:11:06Z); other thresholds provisional (copied), not used by evidence questions", |
| "entity_route": "ner", |
| "entity_route_relation_pipeline": "span", |
| "set_adapter": { |
| "file": "span_sets_adapter.safetensors", |
| "label_sets": [ |
| "halu", |
| "pii" |
| ], |
| "router_set_temperature": 0.29842907190322876, |
| "thresholds_by_set": { |
| "halu": 0.45 |
| }, |
| "pii_buckets": [ |
| { |
| "name": "short", |
| "max_tokens": 1024, |
| "threshold": 0.35 |
| }, |
| { |
| "name": "4K", |
| "max_tokens": 6144, |
| "threshold": 0.95 |
| }, |
| { |
| "name": "8K", |
| "max_tokens": 1000000000000, |
| "threshold": 0.4 |
| } |
| ], |
| "source": "span_sets/ckpt-060000 (dev2 package: T_span / halu / PII buckets)" |
| } |
| }, |
| "build": "final: soup_X2 + span span/ckpt-060000, span_sets span_sets/ckpt-060000, router router/ckpt-070000, relation relation/ckpt-020000, ner ner/ckpt-016000, domain domain/ckpt-006000, factcheck factcheck/ckpt-000750, feedback_df feedback_df/ckpt-002000", |
| "build_df": { |
| "feedback": { |
| "source": "feedback_df/ckpt-002000", |
| "tensors": 421, |
| "params": 143416066 |
| } |
| } |
| } |
