Pith. sign in
Pith Number

pith:P3UCB2GV

pith:2023:P3UCB2GVLU3KYR2JJFIALD6DQJ
not attested not anchored not stored refs pending

diff History for Neural Language Agents

Lerrel Pinto, Rob Fergus, Ulyana Piterbarg

arxiv:2312.07540 v3 · 2023-12-12 · cs.AI · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{P3UCB2GVLU3KYR2JJFIALD6DQJ}

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 2026-07-05T08:30:06.861510Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7ee820e8d55d36ac47494950058fc3827cc66b0c68c98195b6f05b02fa79a696

Aliases

arxiv: 2312.07540 · arxiv_version: 2312.07540v3 · doi: 10.48550/arxiv.2312.07540 · pith_short_12: P3UCB2GVLU3K · pith_short_16: P3UCB2GVLU3KYR2J · pith_short_8: P3UCB2GV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P3UCB2GVLU3KYR2JJFIALD6DQJ \
  | 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: 7ee820e8d55d36ac47494950058fc3827cc66b0c68c98195b6f05b02fa79a696
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bec1adcdd7d2a21ff1cdf212639affc9f746b6c7d42e3b13b849fcd8ceffb924",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-12T18:59:30Z",
    "title_canon_sha256": "1b895d6cdda29b1a230522b752b518361966fee234d55a73d0a73ec47b9404ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.07540",
    "kind": "arxiv",
    "version": 3
  }
}