Pith Number

pith:HLHTXXLS

pith:2023:HLHTXXLSGQ7YCEBPDYY64734GK

not attested not anchored not stored refs pending

ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Daliang Li, Felix Yu, Kavya Kopparapu, Manzil Zaheer, Pranesh Srinivasan, Renat Aksitov, Ruiqi Guo, Sanjiv Kumar, Sheila Babayan, Sobhan Miryoosefi, Sushant Prakash, Zachary Fisher, Zonglin Li

arxiv:2312.10003 v1 · 2023-12-15 · 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{HLHTXXLSGQ7YCEBPDYY64734GK}

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

10 papers in Pith

Self-Improvement Can Self-Regress: The Rise-and-Collapse Failure Mode of LLM Self-Training

Graph2Idea:Retrieval-Augmented Scientific Idea Generation with Graph-Structured Contexts

Stop Hand-Holding Your Coding Agent: Engineering the Loops that Replace Step-by-Step Prompting

SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating

EvoGens: A Population-Based Heuristic Search Framework for Scientific Idea Generation

Receipt and verification

First computed	2026-07-05T07:24:43.547319Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3acf3bdd72343f81102f1e31ee7f7c3294318fdc35df90b5f5ae4685304589ef

Aliases

arxiv: 2312.10003 · arxiv_version: 2312.10003v1 · doi: 10.48550/arxiv.2312.10003 · pith_short_12: HLHTXXLSGQ7Y · pith_short_16: HLHTXXLSGQ7YCEBP · pith_short_8: HLHTXXLS

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/HLHTXXLSGQ7YCEBPDYY64734GK \
  | 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: 3acf3bdd72343f81102f1e31ee7f7c3294318fdc35df90b5f5ae4685304589ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87ce31fc69270cb6014c1fe4550a7f241b98c43c97882d0b400a7d142294161e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-15T18:20:15Z",
    "title_canon_sha256": "99f1a6bb2501bcf17139cdc3d3b7255f215c014a8a45a87edd48b555ce21458d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10003",
    "kind": "arxiv",
    "version": 1
  }
}