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Paolo Glorioso

First author of Zyphra's Zamba and Zamba2 technical reports on hybrid state-space language models

Paolo Glorioso is the first author of the technical reports for Zamba (2024), a 7B model that combines a Mamba backbone with a shared attention module, and for the Zamba2 suite (2024) of 1.2B, 2.7B and 7.4B hybrid models, both released with open weights by Zyphra. Glorioso is also listed as an author of Zyphra's 2024 posts on the Zyda pretraining dataset, the Zyphra training cookbook, and the layer-pruning study "The Unreasonable Ineffectiveness of the Deeper Layers".12345

At a glance

Current role
None confirmed in the sources
Work listed
2
Sources cited
9
Profile reviewed

Research

Glorioso is first-listed author of Zyphra's Zamba report, posted in May 2024, and the Zamba2 suite report, posted in November 2024. Zamba applies one shared attention block across a Mamba backbone, and Zamba2 replaces the Mamba1 blocks with Mamba2 blocks and uses two shared attention blocks.126

Glorioso also appears as an author on Zyphra's 2024 releases of Zamba2-small and Zamba2-mini, on the Zyda dataset post, on the Zyphra training cookbook, and, with collaborators from Sequoia Capital, MIT, Meta FAIR and Cisco, on a study of pruning the deeper layers of language models.78345

Work and contributions

  • Zamba Open weights

    First author of the Zamba technical report, which presents a 7B SSM-transformer hybrid trained on openly available datasets and releases its weights and checkpoints.19

  • Zamba2-7B Open weights

    First author of the Zamba2 suite technical report, which documents the Zamba2 models up to 7.4B parameters and the Zyda-2 pretraining dataset.2

Timeline

  1. Listed as an author of Zyphra's post on "The Unreasonable Ineffectiveness of the Deeper Layers".5
  2. Was first-listed author of Zyphra's release of the Zamba 7B model.9
  3. Posted the Zamba technical report on arXiv as first author.1
  4. Was first-listed author of Zyphra's Zamba2-small (2.7B) release.7
  5. Posted the Zamba2 suite technical report on arXiv as first author.2

Documented roles

The sources do not confirm a current role; these are the roles they document.

  • Credited author on Zyphra research and model releases (2024), Zyphra197

Companies in their history

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References

9 sources · profile reviewed Oct 22, 2026 · data updated Oct 22, 2026

  1. Zamba: A Compact 7B SSM Hybrid Model (arXiv 2405.16712)arXiv · Paper · published May 26, 2024 · accessed Oct 22, 2026
  2. The Zamba2 Suite: Technical Report (arXiv 2411.15242)arXiv · Paper · published Nov 22, 2024 · accessed Oct 22, 2026
  3. Zyda — ZyphraZyphra · Announcement · published Jun 7, 2024 · accessed Oct 22, 2026
  4. The Zyphra Training CookbookZyphra · Official page · published Aug 26, 2024 · accessed Oct 22, 2026
  5. The Unreasonable Ineffectiveness of the Deeper Layers — ZyphraZyphra · Official page · published Mar 28, 2024 · accessed Oct 22, 2026
  6. Zamba2-7B — ZyphraZyphra · Announcement · published Oct 14, 2024 · accessed Oct 22, 2026
  7. Zamba2-Small (2.7B) — ZyphraZyphra · Announcement · published Jul 28, 2024 · accessed Oct 22, 2026
  8. Zamba2-Mini (1.2B) — ZyphraZyphra · Announcement · published Aug 27, 2024 · accessed Oct 22, 2026
  9. Zamba — ZyphraZyphra · Announcement · published Apr 16, 2024 · accessed Oct 22, 2026