{"id":"patentsec-12b","slug":"patentsec-12b","name":"PatentSec-12B","orgId":"calera-labs","family":"patentsec-12b","releaseDate":null,"availability":"announced","openWeights":true,"license":null,"paramsTotal":12000000000,"paramsSource":"slug","contextWindow":null,"knowledgeCutoff":null,"modelCardUrl":"https://x.com/King_of_Calera/status/2112968177143443950","hfRepo":null,"modalities":["text"],"aliases":["PatentSec-12B","patentsec 12b","patentsec-12b-gguf","caleralabs/patentsec-12b-gguf","gemma-4-12b-patent-bedrock","calera patentsec-12b"],"aliasNote":null,"origin":"tracked","tracked":{"trackedSince":"2026-10-21","announced":"2026-10-21","blurb":"Calera Labs' patent-prosecution model, a fine-tune of Google's Gemma 4 12B instruction model for USPTO statutory reasoning: claim-element auditing, antecedent-basis checks, extension fees and response deadlines. Released as Apache 2.0 GGUF weights (Q4_K_M and Q8_0) for llama.cpp, Ollama (via an included Modelfile) or LM Studio. The first of Calera's \"Bedrock Models\". Not legal advice.","api":"none","openWeights":"yes","params":{"text":"12B (Gemma 4 12B base)","source":"Hugging Face model card"},"facts":[{"label":"Lab","value":"Calera Labs (Calera Computing, Inc.); third-party derivative, not a Google release"},{"label":"Base model","value":"google/gemma-4-12B-it (fine-tune)"},{"label":"Weights","value":"GGUF Q4_K_M (7.38 GB) and Q8_0 (12.67 GB); Apache 2.0"},{"label":"Running it","value":"llama.cpp, LM Studio, or Ollama via the included Modelfile (ollama create); not in the Ollama library"},{"label":"Extras","value":"patentsec.py client for Calera's hosted statutory solvers (patent.caleralabs.com), with an offline fallback for deadlines and fees"},{"label":"Scope","value":"Modern USPTO prosecution (2015 to 2026); supply claim or office-action text in the prompt for older patents"}],"claims":["Lab claim: 77.0% (218/283) on its own PatentBench v0.2.0 Layer 1 Mini split from the weights alone, and 96.5% on the 226 self-contained cases. Self-reported, unranked.","Lab claim: 92.6% on the Mini split and 99.23% on the 7,097-case full corpus when paired with Calera's hosted ICX system (not the weights alone)."],"sources":[{"kind":"lab","title":"Casey Lee Race (Calera) announcement on X","url":"https://x.com/King_of_Calera/status/2112968177143443950","date":"2026-10-21"},{"kind":"lab","title":"Casey Lee Race (Calera) thread on X: weights","url":"https://x.com/King_of_Calera/status/2112968178603041098","date":"2026-10-21"},{"kind":"repo","title":"PatentSec-12B GGUF on Hugging Face","url":"https://huggingface.co/CaleraLabs/patentsec-12b-gguf","date":"2026-10-21"}],"firstBenchmark":null},"organization":{"id":"calera-labs","name":"Calera Labs","slug":"calera-labs","country":null,"url":"https://huggingface.co/CaleraLabs","color":"#11110F","mark":"C"},"price":null,"answer":{"word":"Pending benchmarks.","scope":"Announced Oct 21, 2026; no independent results yet.","lead":"As of Oct 22, 2026, PatentSec-12B is pending benchmarks on isitsota: announced Oct 21, 2026, with no independent results on the boards we track yet.","confidence":"low"},"status":"PENDING_BENCHMARKS","verdicts":[]}