Pith Number

pith:A6TK2LCM

pith:2023:A6TK2LCM4RNZ3AO6BDTT5TMCQB

not attested not anchored not stored refs pending

Demystifying Embedding Spaces using Large Language Models

Azamat Tulepbergenov, Chih-wei Hsu, Craig Boutilier, Deepak Ramachandran, Guy Tennenholtz, Jihwan Jeong, Lior Shani, Martin Mladenov, Yinlam Chow

arxiv:2310.04475 v2 · 2023-10-06 · cs.CL · cs.AI · 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{A6TK2LCM4RNZ3AO6BDTT5TMCQB}

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

Embedding-to-Prefix: Parameter-Efficient Personalization for Pre-Trained Large Language Models

Receipt and verification

First computed	2026-07-05T07:55:25.148098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07a6ad2c4ce45b9d81de08e73ecd828053f8e34a352d57cce0ef37bf9dcfe0b1

Aliases

arxiv: 2310.04475 · arxiv_version: 2310.04475v2 · doi: 10.48550/arxiv.2310.04475 · pith_short_12: A6TK2LCM4RNZ · pith_short_16: A6TK2LCM4RNZ3AO6 · pith_short_8: A6TK2LCM

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/A6TK2LCM4RNZ3AO6BDTT5TMCQB \
  | 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: 07a6ad2c4ce45b9d81de08e73ecd828053f8e34a352d57cce0ef37bf9dcfe0b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d1a32c2c1f4ffee6e52621fe7ed9ac408dee65517acf099f014d8a9e1f402ab",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-06T05:27:28Z",
    "title_canon_sha256": "10f762f38e52647f2a503bfd312e4b4dcf0314a74f43db505834d8f24ee0b0c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04475",
    "kind": "arxiv",
    "version": 2
  }
}