Pith Number

pith:KCZ6KLKZ

pith:2024:KCZ6KLKZ2UBBZLV4SJ7OKYJXZL

not attested not anchored not stored refs pending

Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Aviral Kumar, Naman Garg, Tianjun Zhang, Yuxiao Qu

arxiv:2407.18219 v2 · 2024-07-25 · cs.LG · cs.AI · 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{KCZ6KLKZ2UBBZLV4SJ7OKYJXZL}

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

8 papers in Pith

Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning

REVES: REvision and VErification--Augmented Training for Test-Time Scaling

CATPO: Critique-Augmented Tree Policy Optimization

Addressing Over-Refusal in LLMs with Competing Rewards

TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis

Receipt and verification

First computed	2026-07-05T08:48:46.776459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50b3e52d59d5021caebc927ee56137cacfdaf89332ba98fb6c2905683b9cc43d

Aliases

arxiv: 2407.18219 · arxiv_version: 2407.18219v2 · doi: 10.48550/arxiv.2407.18219 · pith_short_12: KCZ6KLKZ2UBB · pith_short_16: KCZ6KLKZ2UBBZLV4 · pith_short_8: KCZ6KLKZ

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/KCZ6KLKZ2UBBZLV4SJ7OKYJXZL \
  | 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: 50b3e52d59d5021caebc927ee56137cacfdaf89332ba98fb6c2905683b9cc43d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac130831c7b748407f94184538d34168cc8fde67ec2629c12f5e9063e23ec532",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-25T17:35:59Z",
    "title_canon_sha256": "c209a0b0c9c08b4c8891921648a8a5f0a4bc633cd314f7203acaa32a9ab70438"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18219",
    "kind": "arxiv",
    "version": 2
  }
}