Pith Number

pith:GXNIX7WO

pith:2024:GXNIX7WOY7AK7E5QXDG366PCXG

not attested not anchored not stored refs pending

Time-Reversal Provides Unsupervised Feedback to LLMs

Arun Suggala, Karthikeyan Shanmugam, Prateek Jain, Rahul Madhavan, Sravanti Addepalli, Yerram Varun

arxiv:2412.02626 v3 · 2024-12-03 · 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{GXNIX7WOY7AK7E5QXDG366PCXG}

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	2026-07-05T10:08:25.753345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35da8bfecec7c0af93b0b8cdbf79e2b9a4ce7836464dc5199839f52a40bd2716

Aliases

arxiv: 2412.02626 · arxiv_version: 2412.02626v3 · doi: 10.48550/arxiv.2412.02626 · pith_short_12: GXNIX7WOY7AK · pith_short_16: GXNIX7WOY7AK7E5Q · pith_short_8: GXNIX7WO

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/GXNIX7WOY7AK7E5QXDG366PCXG \
  | 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: 35da8bfecec7c0af93b0b8cdbf79e2b9a4ce7836464dc5199839f52a40bd2716

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9417c6223c27625339e4cb4b79f3663c97f5a0a952e27bbf67118b992bafe9b8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-03T17:54:12Z",
    "title_canon_sha256": "a9f6a8752c46393a0ead3190034228ea3b23ee14f4fbf88718749ac64ad6bc68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02626",
    "kind": "arxiv",
    "version": 3
  }
}