Pith Number

pith:YC7B7DIF

pith:2025:YC7B7DIF32W7IPTK2C7RB3J6P5

not attested not anchored not stored refs pending

In-Place Feedback: Reliable Refinement for Multi-Turn Expert-LLM Collaboration

Chaehyeon Chung, Dongwoo Kim, Minjong Lee, Moonjeong Park, Saemi Moon, Seunghyuk Cho, Youngbin Choi

arxiv:2510.00777 v2 · 2025-10-01 · 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{YC7B7DIF32W7IPTK2C7RB3J6P5}

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.

Cited by

1 paper in Pith

Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents

Receipt and verification

First computed	2026-05-29T01:04:56.193737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0be1f8d05deadf43e6ad0bf10ed3e7f42ca654fe5a010cc5485874f2fc9b2e9

Aliases

arxiv: 2510.00777 · arxiv_version: 2510.00777v2 · doi: 10.48550/arxiv.2510.00777 · pith_short_12: YC7B7DIF32W7 · pith_short_16: YC7B7DIF32W7IPTK · pith_short_8: YC7B7DIF

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/YC7B7DIF32W7IPTK2C7RB3J6P5 \
  | 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: c0be1f8d05deadf43e6ad0bf10ed3e7f42ca654fe5a010cc5485874f2fc9b2e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cba9226544b3ef423d64016ecd1521753108c4831e9e15aa6916b843a3102ef4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-01T11:16:04Z",
    "title_canon_sha256": "3ec6a12f36df3709ab366e3755df6a2cdea17c6be766ae3cec5092454686411b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.00777",
    "kind": "arxiv",
    "version": 2
  }
}