Pith Number

pith:7GFG3XHW

pith:2025:7GFG3XHWJQKYXJWWOLAMSY35SU

not attested not anchored not stored refs pending

Limitation Learning: Catching Adverse Dialog with GAIL

Noah Kasmanoff, Rahul Zalkikar

arxiv:2508.11767 v1 · 2025-08-15 · cs.CL · 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{7GFG3XHWJQKYXJWWOLAMSY35SU}

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	2026-07-05T11:54:54.058170Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f98a6ddcf64c158ba6d672c0c9637d952c3053fc997efa3a2a40640ca2dbf2ff

Aliases

arxiv: 2508.11767 · arxiv_version: 2508.11767v1 · doi: 10.48550/arxiv.2508.11767 · pith_short_12: 7GFG3XHWJQKY · pith_short_16: 7GFG3XHWJQKYXJWW · pith_short_8: 7GFG3XHW

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/7GFG3XHWJQKYXJWWOLAMSY35SU \
  | 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: f98a6ddcf64c158ba6d672c0c9637d952c3053fc997efa3a2a40640ca2dbf2ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acdf7f9a5c3ecf5cb604592ea883f8d145e004ff9e1a29ec4ba93a2eb2ee694c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-15T18:36:52Z",
    "title_canon_sha256": "e9bc0d46779ade15576bd008e3da70efb63f6b1dc346e34722f218ae033674de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.11767",
    "kind": "arxiv",
    "version": 1
  }
}