Pith Number

pith:IRGGNXEI

pith:2024:IRGGNXEIJPWZ2IL7LKJNOVTGWX

not attested not anchored not stored refs pending

Repetition Improves Language Model Embeddings

Aditi Raghunathan, Daniel Fried, Graham Neubig, Jacob Mitchell Springer, Suhas Kotha

arxiv:2402.15449 v2 · 2024-02-23 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRGGNXEIJPWZ2IL7LKJNOVTGWX}

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

7 papers in Pith

PARTREP: Learning What to Repeat for Decoder-only LLMs

ReverseEOL: Improving Training-free Text Embeddings via Text Reversal in Decoder-only LLMs

Are Decoder-Only Large Language Models the Silver Bullet for Code Search?

Should We Still Pretrain Encoders with Masked Language Modeling?

FreeRet: MLLMs as Training-Free Retrievers

Receipt and verification

First computed	2026-07-05T12:05:59.282877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

444c66dc884bed9d217f5a92d75666b5c20d73865c8f95a34d3febfb35b92a67

Aliases

arxiv: 2402.15449 · arxiv_version: 2402.15449v2 · doi: 10.48550/arxiv.2402.15449 · pith_short_12: IRGGNXEIJPWZ · pith_short_16: IRGGNXEIJPWZ2IL7 · pith_short_8: IRGGNXEI

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/IRGGNXEIJPWZ2IL7LKJNOVTGWX \
  | 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: 444c66dc884bed9d217f5a92d75666b5c20d73865c8f95a34d3febfb35b92a67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c5f70a033452974dd53d1e14026a72dd7fa3252001641e035fe39283ca3f86b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-23T17:25:10Z",
    "title_canon_sha256": "ab22fc389603c7f4884bab415d3272332e75407dd387b091f3af55e412f73cac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15449",
    "kind": "arxiv",
    "version": 2
  }
}