Pith Number

pith:UCGNZGTG

pith:2026:UCGNZGTGQKZ3DIU4IB7UV7JP3V

not attested not anchored not stored refs pending

Multi-Turn Reasoning When Context Arrives in Pieces: Scalable Sharding and Memory-Augmented RL

Jiaxian Guo, Mingming Gong, Rui Liu, Shu Tong Luo, Wenqin Liu

arxiv:2606.12941 v1 · 2026-06-11 · 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{UCGNZGTGQKZ3DIU4IB7UV7JP3V}

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	2026-06-12T01:09:35.086034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a08cdc9a6682b3b1a29c407f4afd2fdd4269791d65d6cff44adf77242776f2ee

Aliases

arxiv: 2606.12941 · arxiv_version: 2606.12941v1 · doi: 10.48550/arxiv.2606.12941 · pith_short_12: UCGNZGTGQKZ3 · pith_short_16: UCGNZGTGQKZ3DIU4 · pith_short_8: UCGNZGTG

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/UCGNZGTGQKZ3DIU4IB7UV7JP3V \
  | 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: a08cdc9a6682b3b1a29c407f4afd2fdd4269791d65d6cff44adf77242776f2ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81c00f1ee4c4c88d4f0209716c2dada730d82ba1a0a3e87b9c15e1d447f03a95",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-11T06:07:34Z",
    "title_canon_sha256": "e04094104137dbc3c883865e3485a04b03e41daa750e91c294cf84c44d35d29b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12941",
    "kind": "arxiv",
    "version": 1
  }
}