Pith Number

pith:K3Z5NLPJ

pith:2024:K3Z5NLPJFRR4RYQNZC4H6AOCZ4

not attested not anchored not stored refs pending

How Large Language Models Encode Context Knowledge? A Layer-Wise Probing Study

Gongshen Liu, Tianjie Ju, Wei Du, Weiwei Sun, Xinwei Yuan, Zhaochun Ren

arxiv:2402.16061 v2 · 2024-02-25 · 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{K3Z5NLPJFRR4RYQNZC4H6AOCZ4}

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

2 papers in Pith

CodeRL+: Improving Code Generation via Reinforcement with Execution Semantics Alignment

Multi-LLM Token Filtering and Routing for Sequential Recommendation

Receipt and verification

First computed	2026-07-05T07:51:40.007607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56f3d6ade92c63c8e20dc8b87f01c2cf19cad6cbbcf280cea1cdb3fe827b52ba

Aliases

arxiv: 2402.16061 · arxiv_version: 2402.16061v2 · doi: 10.48550/arxiv.2402.16061 · pith_short_12: K3Z5NLPJFRR4 · pith_short_16: K3Z5NLPJFRR4RYQN · pith_short_8: K3Z5NLPJ

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/K3Z5NLPJFRR4RYQNZC4H6AOCZ4 \
  | 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: 56f3d6ade92c63c8e20dc8b87f01c2cf19cad6cbbcf280cea1cdb3fe827b52ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e83f42f1fb7cf7f25c648d3bb875cf8c6c5cc3895da0204fc79cd1b88e2a97b0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-25T11:15:42Z",
    "title_canon_sha256": "b3566c171be6e01d573cb4935f75f1f4adb82a50e36a32796060b788528fa4fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16061",
    "kind": "arxiv",
    "version": 2
  }
}