Pith Number

pith:PB6SGUDQ

pith:2023:PB6SGUDQRRGE3UB57525ISOMTC

not attested not anchored not stored refs pending

Challenges and Contributing Factors in the Utilization of Large Language Models (LLMs)

Dinuo Li, Le Chang, Liangbin Li, Xiaoliang Chen, Yunhe Huang, Yuxiao Zhang, Yuxuan Zhao

arxiv:2310.13343 v1 · 2023-10-20 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PB6SGUDQRRGE3UB57525ISOMTC}

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.

Receipt and verification

First computed	2026-07-05T07:03:01.874275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

787d2350708c4c4dd03dff75d449cc989f6c0553465c0b4537b0e78e7e1fd2ef

Aliases

arxiv: 2310.13343 · arxiv_version: 2310.13343v1 · doi: 10.48550/arxiv.2310.13343 · pith_short_12: PB6SGUDQRRGE · pith_short_16: PB6SGUDQRRGE3UB5 · pith_short_8: PB6SGUDQ

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/PB6SGUDQRRGE3UB57525ISOMTC \
  | 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: 787d2350708c4c4dd03dff75d449cc989f6c0553465c0b4537b0e78e7e1fd2ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e8c246251904882d7dee67e18c30d062e0563ae571048a5c8df351923fc3413",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-20T08:13:36Z",
    "title_canon_sha256": "00b76cfe08702b207a27d0b909f022fba62b1db6f51ee8b33763e2188567706f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.13343",
    "kind": "arxiv",
    "version": 1
  }
}