| RAZOR: Pruning Replaceable Experts in LLMs |
| Copyright 2026 Mingyang Song, Mao Zheng |
|
|
| This product includes software developed by the RAZOR authors, licensed under |
| the Apache License, Version 2.0 (see LICENSE). |
|
|
| ================================================================================ |
| Third-party software |
| ================================================================================ |
|
|
| REAP (vendored under third_party/reap/) |
| Licensed under the Apache License, Version 2.0. |
| Copyright Cerebras Systems. |
| Upstream: https: |
| Snapshot: 1970473c51ca3caeb98c10392f15b3a08a672974 |
| Full license text: third_party/reap/LICENSE |
| Upstream README: third_party/reap/README-upstream.md |
|
|
| Included unchanged as a reference implementation; only a source subset is |
| vendored and the Python package does not import or distribute it. |
|
|
| REAM |
| NOT vendored in this repository. REAM is distributed by Samsung under the |
| MIT License. If you wish to compare against it, install it separately from |
| its upstream source. |
|
|
| ================================================================================ |
| Dataset attribution (data/) |
| ================================================================================ |
|
|
| RazorCal records remain subject to their applicable upstream terms. The |
| following attribution is retained from the recorded source information; |
| record-level provenance and license applicability are not fully established |
| for this release. See data/LICENSE-DATA and data/FIDELITY_AUDIT.md. |
|
|
| Recorded upstream attribution: |
|
|
| Nemotron-Post-Training-Dataset-v1 / v2 / v3 (NVIDIA) |
| CC-BY-4.0 https: |
| Verify the applicable source release and slice. |
|
|
| Nemotron-SFT-OpenCode-V1 (NVIDIA) |
| CC-BY-4.0 |
| Domain: general coding |
|
|
| smoltalk2 (HuggingFaceTB) |
| ODC-BY-1.0 https: |
| plus the licenses of its own upstream slices |
| Includes the recorded OpenHermes-2.5 attribution. |
|
|
| OpenHermes-2.5 (Teknium) |
| See the collection's individual source licenses. |
| Domain: world knowledge |
| |
| tulu-3-sft-personas-instruction-following (Allen AI) |
| ODC-BY-1.0 |
| Mapping to included records is not established here. |
| |
| Dolci-Precise-IF / Dolci-Python-Algorithms |
| Recorded source labels for instruction-following and coding records. |
| Exact source releases and terms remain to be verified. |
| |
| Nemotron-Cascade-2-SFT-Data / math (NVIDIA) |
| CC-BY-4.0 was recorded. Source of the 160 records labeled |
| nemotron-cascade2-math. The math slice was taken whole rather than |
| sampled per record, so mapping to individual upstream records is not |
| established. See data/README.md for the source-label inventory. |
| |
| The sub_source field retains recorded attribution, not proof of complete |
| record-level provenance. See data/FIDELITY_AUDIT.md for the current status. |
| |
| ================================================================================ |
| Models |
| ================================================================================ |
| |
| Base-model weights are not redistributed here. Obtain them from their |
| respective providers under their own licenses. |
| |
