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alt.freeweights.olmo / SAGE-MM-Qwen2.5-VL-7B-SFT_RL
From: allenai <huggingface.co/allenai>Newsgroups: alt.freeweights.olmoSubject:

SAGE-MM-Qwen2.5-VL-7B-SFT_RL

Date: 2026-11-15Commit: 63930eeSigned: 2DC28CC7B26A283B ✓

Video text to text model with 8.3B parameters. Safetensors weights, 33.2 GB in all. Published by allenai under Apache-2.0.

8.3B params33.2GBSAGE-MM-Qwen2.5-VL-7B-SFT_RLsafetensorspermissive
FactsParams8.3BSize33.2 GBFormatssafetensorsTaskvideo text to textLicenseApache-2.0From sourcepermissive
$ fw get allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL
# manifest sha256 08dfa2a5e8aa… · 33.2 GB · 22 files
$ fw verify ./SAGE-MM-Qwen2.5-VL-7B-SFT_RL allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL
From sourceHosted (signed)allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RLLast check: 2026-11-15 03:36 UTC
Run at homeGet help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Fine-tune of SAGE-MM-Qwen2.5-VL-7B-SFT.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
33.2 GB
Weights
33.2 GB (safetensors)
Parameters
8.3B
Formats
safetensors
Task
video text to text
License
Apache-2.0 (permissive)
Files
22, each with a sha256
Publisher
allenai
Added
2026-11-15
Section
alt.freeweights.olmo
Lineage

Original release from the publisher.

Base model: allenai/SAGE-MM-Qwen2.5-VL-7B-SFT

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:36 UTCpassed

Model card

From the publisher at commit 63930ee. Shown as plain text with links; images open at the publisher.

Image: SAGE Teaser

System Capabilities#

SAGE-MM operates as the core decision-maker within the SAGE system. It functions in two distinct stages:

  1. Stage-1 (Context VLM): The model analyzes initial sampled frames and metadata to determine if the query can be answered immediately ("single-turn") or if it requires tool usage ("multi-turn").
  2. Stage-2 (Iterative Reasoner): If tools are needed, the model enters a loop where it calls tools, analyzes their output, and updates its context until a final answer is derived.
Supported Tools#

The model is trained to generate JSON-formatted actions to invoke the following tools:

  • web-search: Search the internet for external knowledge (e.g., sports standings, cast lists).
  • transcribe-speech: Perform ASR on specific timestamped segments of the video.
  • ground-event: Locate start/end timestamps for specific visual events.
  • extract-video-parts: Extract high-resolution frames or subclips from specific timestamps.
  • analyze: Perform detailed visual analysis on extracted media.

Usage#

Note: SAGE-MM outputs JSON action strings. It requires a runtime environment (provided in our GitHub repo) to parse these strings, execute the tools, and feed the observation back to the model.

License#

This model is licensed under Apache 2.0. It is intended for research and educational use in accordance with Ai2's Responsible Use Guidelines.

Files

22 files · 33.2 GBWeights 33.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 22 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md1.99 KB88293d8f27cd423bfd9d5d75667d5f9dcd660b56bfef06d99c1b310756f35583
added_tokens.json605 B58b54bbe36fc752f79a24a271ef66a0a0830054b4dfad94bde757d851968060b
chat_template.jinja1.02 KBa0bc6f6fc7a29a80017a433e8f03a1cc1236e838a944a2d034295a60c4f2fddb
config.json3.15 KBe6b470b4c764aeba5aa28798ab738930632c30b5c02e646b5c3a8553a66ed34c
generation_config.json188 B3c9b9988bac6f1e62ecd36938ec6e7eba93c98fc925c1fc5d499c81bf6b5cd9b
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
metadata.txt273 Bc0f1a6aaf8b6aed4375aabddc33ad06a0ffb72091f4306618cb764e5e7cc07df
model-00001-of-00007.safetensors4.95 GB6a9f5017daeba7b078e87f3effc41f34e3f4de52ce091276768898bb3fba3fbb
model-00002-of-00007.safetensors4.98 GBc5069ba755995d422e3aa8b3be5ed9804618224ce61c52d226c8b6894afd0d0c
model-00003-of-00007.safetensors4.93 GB515f23cf4b232f6264a24869317a11320da3e7e762bf69c75616e03409126a58
model-00004-of-00007.safetensors5.00 GB9b1ae5474bb59a49828959e41419d4d41555fbfed42e3cfa2c42f8e5392bab80
model-00005-of-00007.safetensors4.98 GB7477d5762e202f7e6198e89f1b265505fde2ec6c61be3c19428810703def7bde
model-00006-of-00007.safetensors4.93 GB0e0750686dd97a29cba92a7c9a731b91313e84dc34a2f8d213696d9db534dd0c
model-00007-of-00007.safetensors3.38 GB9c3ff00cd5e8a0c35392d61432c0e737ef8583317e6e48b6aeaf420373216aab
model.safetensors.index.json57.7 KB357dab2925ab4f4725ce9ee714572a65f3b1adedb49ab2e95fa1beb38c75c220
preprocessor_config.json829 Bdfc7263fe735989c65c290d394198c4724d5afc58bf15c815d5e2e25b00b51b1
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBba0c439f7be467bf47d12a7e6f9adc6116201056fc60c67f431c679b7c16afc8
tokenizer_config.json4.83 KB266bef0efba563ef4b5934e395ce972f3341f78182dbef4d476d88e06c5601ec
video_preprocessor_config.json913 B15bb7c2f2bc95fe9cc3749a4b287872b4886a15e9fcf550a4122a46ae26150bd
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
63930ee382 pinned now2026-11-15 03:36 UTC22 files · 33.2 GB

Use it

$ fw get allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL
# manifest sha256 08dfa2a5e8aa… · 33.2 GB · 22 files
$ fw verify ./SAGE-MM-Qwen2.5-VL-7B-SFT_RL allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json --dir ./SAGE-MM-Qwen2.5-VL-7B-SFT_RL $ python3 fw.py verify ./SAGE-MM-Qwen2.5-VL-7B-SFT_RL ./allenai__SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL --revision 63930ee38259d5399ccf56f9f3675bac23f96b0c --local-dir ./SAGE-MM-Qwen2.5-VL-7B-SFT_RL
Run at home

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
README.md
Text sha256
88293d8f27cd423bfd9d5d75667d5f9dcd660b56bfef06d99c1b310756f35583
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: allenai <huggingface.co/allenai>Newsgroups: alt.freeweights.olmoSubject: SAGE-MM-Qwen2.5-VL-7B-SFT_RLDate: 2026-11-15Commit: 63930eeSigned: 2DC28CC7B26A283B ✓
Upstream
allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL
Pinned commit
63930ee38259d5399ccf56f9f3675bac23f96b0c
Manifest
SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json · .minisig
Manifest sha256
08dfa2a5e8aa3877d1f44d3ae7c081953c5c9cc57fd036ff983360d6a8473c05
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:36 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json $ curl -O https://freeweights.allternit.com/manifests/allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json.minisig $ minisign -Vm SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

Parent

allenai/SAGE-MM-Qwen2.5-VL-7B-SFT · this model is a finetune of it

No model in the catalog names this one as its parent.

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. SAGE-MM-Qwen2.5-VL-7B-SFT_RL.json. Provenance. Takedown history: none.
Source
huggingface.co/allenai/SAGE-MM-Qwen2.5-VL-7B-SFT_RL

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