Pith Number

pith:CKLMIZ6R

pith:2024:CKLMIZ6RIVR5ZNLS6ZZVD46PTW

not attested not anchored not stored refs pending

Inferring Functionality of Attention Heads from their Parameters

Amit Elhelo, Mor Geva

arxiv:2412.11965 v2 · 2024-12-16 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CKLMIZ6RIVR5ZNLS6ZZVD46PTW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Cited by

1 paper in Pith

Why Fine-Tuning Encourages Hallucinations and How to Fix It

Receipt and verification

First computed	2026-07-05T11:13:17.042355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1296c467d14563dcb572f67351f3cf9d90b55ee61fe18f3559e2c00939186ded

Aliases

arxiv: 2412.11965 · arxiv_version: 2412.11965v2 · doi: 10.48550/arxiv.2412.11965 · pith_short_12: CKLMIZ6RIVR5 · pith_short_16: CKLMIZ6RIVR5ZNLS · pith_short_8: CKLMIZ6R

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CKLMIZ6RIVR5ZNLS6ZZVD46PTW \
  | 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: 1296c467d14563dcb572f67351f3cf9d90b55ee61fe18f3559e2c00939186ded

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ceaa45b1c4d05ce2eba09c2ad847619e70cb681d6b991b787507bffb99290d0d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-16T16:45:33Z",
    "title_canon_sha256": "c2eb1c25e17a8fdd7261a54b7850c2561ed219dc58e7c5b2ac365ff628940438"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11965",
    "kind": "arxiv",
    "version": 2
  }
}