Pith. sign in
Pith Number

pith:7FZ45ZX2

pith:2026:7FZ45ZX2HLCZIBI4A3BILQ4WVP
not attested not anchored not stored refs pending

Variable Bit-width Quantization: Learning Per-Group Precision for "Bigger-but-Smaller" Language Models

Hamish Ogilvy

arxiv:2607.02893 v1 · 2026-07-03 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7FZ45ZX2HLCZIBI4A3BILQ4WVP}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-07T01:16:35.661974Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f973cee6fa3ac594051c06c285c396abff8de4759da75db887222b9f2cfbb882

Aliases

arxiv: 2607.02893 · arxiv_version: 2607.02893v1 · doi: 10.48550/arxiv.2607.02893 · pith_short_12: 7FZ45ZX2HLCZ · pith_short_16: 7FZ45ZX2HLCZIBI4 · pith_short_8: 7FZ45ZX2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7FZ45ZX2HLCZIBI4A3BILQ4WVP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f973cee6fa3ac594051c06c285c396abff8de4759da75db887222b9f2cfbb882
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a78d747900f17849e22a0457b0f8c73ffcb4e55327024ccd61ae463b61e30e8e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-03T02:42:04Z",
    "title_canon_sha256": "e16d659c78110b7d550a117c4d6fc929375e72974aa36d99d7529f53e80a63fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02893",
    "kind": "arxiv",
    "version": 1
  }
}