pith. sign in
Pith Number

pith:BDCL2YVU

pith:2026:BDCL2YVU3M2TGOVOJMXGHYYLXR
not attested not anchored not stored refs pending

Attractor States Emerge in Multi-Turn LLM Conversations

Jonas Geiping, Ting-Wen Ko

arxiv:2606.30571 v1 · 2026-06-29 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BDCL2YVU3M2TGOVOJMXGHYYLXR}

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 2026-06-30T02:18:20.949856Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

08c4bd62b4db35333aae4b2e63e30bbc5f9b04c9b210ec587cbc3b4a3546c827

Aliases

arxiv: 2606.30571 · arxiv_version: 2606.30571v1 · doi: 10.48550/arxiv.2606.30571 · pith_short_12: BDCL2YVU3M2T · pith_short_16: BDCL2YVU3M2TGOVO · pith_short_8: BDCL2YVU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BDCL2YVU3M2TGOVOJMXGHYYLXR \
  | 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: 08c4bd62b4db35333aae4b2e63e30bbc5f9b04c9b210ec587cbc3b4a3546c827
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "533ad61484f66b2e5214deeabf1263bfd1d87cda807a1b26eb46418c15848d61",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-29T17:14:29Z",
    "title_canon_sha256": "49b3ed5c54c40fb2686309d984929a1571729487820401bed485700a3014443c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.30571",
    "kind": "arxiv",
    "version": 1
  }
}