{"id":"gargi","slug":"gargi","name":"Gargi","orgId":"udgam-labs","family":"gargi","releaseDate":null,"availability":"announced","openWeights":true,"license":null,"paramsTotal":null,"paramsSource":null,"contextWindow":null,"knowledgeCutoff":null,"modelCardUrl":"https://udgamlabs.com/blog/gargi","hfRepo":null,"modalities":["text"],"aliases":["Gargi","gargi","udgamlabs/Gargi","Udgam Gargi"],"aliasNote":null,"origin":"tracked","tracked":{"trackedSince":"2026-10-24","announced":"2026-10-17","blurb":"Udgam Labs' 384M-parameter English language model, trained from scratch on about 17 billion tokens, with optional step-by-step thinking. Trained at 32K context with reliable recall up to about 16K tokens. Apache-2.0, with GGUF and MLX builds for Ollama, llama.cpp and Apple silicon.","api":"none","openWeights":"yes","params":{"text":"384M","source":"Udgam Labs model page"},"facts":[{"label":"Architecture","value":"Gemma 4-style decoder, sliding-window plus global attention"},{"label":"Training","value":"Trained from scratch on about 17B tokens of openly licensed or public-domain text plus synthetic text from open models"},{"label":"Context","value":"Trained at 32K tokens; Udgam advises inputs up to about 16K"},{"label":"Modes","value":"Thinking on (step-by-step reasoning before the answer) or off"},{"label":"Release","value":"Gargi (chat) and Gargi-Base on Hugging Face, plus GGUF (Q8_0 410 MB, Q4_K_M 238 MB) and MLX builds; runs in Ollama and llama.cpp"},{"label":"Language","value":"English"},{"label":"License","value":"Apache-2.0 (weights and tokenizer)"}],"claims":["Lab claim: Gargi-Base scores 62.8 ARC-Easy, 32.3 ARC-Challenge and 54.6 WinoGrande against 64.7, 32.4 and 56.1 for Qwen2.5-0.5B in the same harness; clearly behind on MMLU (25.5), HellaSwag and PIQA.","Lab claim: GSM8K 36.0 with thinking on, 32.9 with thinking off (0-shot, chat template).","Lab claim: needle-in-a-haystack recall 100% at 8K, 93% at 16K, 90% at 20K and 0% at 32K tokens.","Lab claim: not safety-tuned beyond a small set of refusal examples."],"sources":[{"kind":"lab","title":"Gargi release post (Udgam Labs blog)","url":"https://udgamlabs.com/blog/gargi","date":"2026-10-17"},{"kind":"lab","title":"Gargi model page (Udgam Labs)","url":"https://udgamlabs.com/models/gargi","date":"2026-10-17"},{"kind":"repo","title":"udgamlabs/Gargi model card (Hugging Face)","url":"https://huggingface.co/udgamlabs/Gargi"},{"kind":"repo","title":"udgamlabs/gargi (GitHub)","url":"https://github.com/udgamlabs/gargi"}],"firstBenchmark":null},"organization":{"id":"udgam-labs","name":"Udgam Labs","slug":"udgam-labs","country":null,"url":"https://udgamlabs.com","color":"#11110F","mark":"U"},"price":null,"answer":{"word":"Pending benchmarks.","scope":"Announced Oct 17, 2026; no independent results yet.","lead":"As of Nov 3, 2026, Gargi is pending benchmarks on isitsota: announced Oct 17, 2026, with no independent results on the boards we track yet.","confidence":"low"},"status":"PENDING_BENCHMARKS","verdicts":[]}