SAVRN Model Hub · Comparisons
GLM-4.7-Flash vs OTel-2.0-LLM-31B-IT
GLM-4.7-Flash has 31.2B parameters and OTel-2.0-LLM-31B-IT has 31.3B parameters; GLM-4.7-Flash is released under MIT License and OTel-2.0-LLM-31B-IT under Apache License 2.0; at 16-bit, GLM-4.7-Flash needs about 74.9 GB (1x MI300X from $1.85 an hour) and OTel-2.0-LLM-31B-IT about 75.1 GB (1x MI300X from $1.85 an hour).
| Field | GLM-4.7-Flash zai-org/GLM-4.7-Flash | OTel-2.0-LLM-31B-IT farbodtavakkoli/OTel-2.0-LLM-31B-IT |
|---|---|---|
| Publisher | Z.ai | Farbod Tavakkoli |
| Task | Text generation | Text generation |
| Modality | Text | Text |
| Parameters, as reported | 31.2B parameters | 31.3B parameters |
| Architecture | Glm4MoeLiteForCausalLM | Gemma4ForConditionalGeneration |
| Library | transformers | transformers |
| Context length | 202,752 tokens | 262,144 tokens |
| Repository size | 62.5 GB | 126.8 GB |
| Artifact formats | safetensors | safetensors |
| License | mit | apache-2.0 |
| Access | Open weights, no gate | Open weights, no gate |
| Memory at 16-bit (weights and margin) | 74.9 GB | 75.1 GB |
| Cheapest GPUs at 16-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Memory at 4-bit (weights and margin) | 18.7 GB | 18.8 GB |
| Cheapest GPUs at 4-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Revision viewed | 7dd20894a642 | 6d425c390399 |
| Downloads reported by the hub | 1.9M | 7.2M |
| Last observed | 2026-09-18 | 2026-09-18 |
An evaluation row appears only where at least two of these models report the same benchmark with the same stated configuration, metric, unit and setup. Different evaluators stay named in each cell. Values are shown as reported: no unit conversion, no ranking.
Other Reported Results
These results are listed for each model on its own, because the conditions needed to compare them are not stated or do not match. Two results that leave a condition blank are not assumed to share it.
GLM-4.7-Flash
| Benchmark | Conditions | Result | Reported by | Revision | Date |
|---|---|---|---|---|---|
| Idavidrein/gpqa | Task diamondMetric diamondComparison conditions not established | 75.2 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-01-27 |
| SWE-bench/SWE-bench_Verified | Task swe_bench_%_resolvedMetric swe_bench_%_resolvedComparison conditions not established | 59.2 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-03-18 |
| cais/hle | Task hleMetric hleComparison conditions not established | 14.4 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-01-28 |
SAVRN's Notes on OTel-2.0-LLM-31B-IT
Post-trained from Gemma 4 31B-IT on roughly 440 billion telecom tokens, OTel-2.0-LLM-31B-IT is aimed at network operations, standards interpretation, configuration help and retrieval-backed answering. Its 31.3B parameters need 75.1 GB at 16-bit, 37.5 GB at 8-bit and 18.8 GB at 4-bit, and all three fit the 192 GB of one MI300X, the cheapest Index setup at $1.85 an hour. The 262,144-token context matters when the input is a standards document rather than a ticket.
Apache 2.0 allows commercial deployment, modification and redistribution, with the notice and change-statement duties kept. Two things to verify. The repository is 39 files and 126.8 GB, about twice the 62.5 GB of 16-bit weights, so confirm what those files hold before pulling them. And because Farbod Tavakkoli post-trained this from a Gemma 4 base, confirm the terms that travel with the base weights fit your plan; no Index host prices are listed.
Questions
Which is larger, GLM-4.7-Flash or OTel-2.0-LLM-31B-IT?
OTel-2.0-LLM-31B-IT (31.3B parameters) is larger than GLM-4.7-Flash (31.2B parameters), by the parameter counts their publishers report.
Which is cheaper to run, GLM-4.7-Flash or OTel-2.0-LLM-31B-IT?
At 4-bit, GLM-4.7-Flash fits on 1x MI300X from $1.85 an hour and OTel-2.0-LLM-31B-IT on 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.
Can I use GLM-4.7-Flash commercially?
Yes. GLM-4.7-Flash is released under MIT License. The MIT License is a short permissive license. It permits commercial use, modification and redistribution, provided the copyright notice and permission notice are included.
Can I use OTel-2.0-LLM-31B-IT commercially?
Yes. OTel-2.0-LLM-31B-IT is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.