Pith Number

pith:LJYK2634

pith:2024:LJYK2634ZGCNTPGFBZUPIE5EM5

not attested not anchored not stored refs pending

Metacognition is all you need? Using Introspection in Generative Agents to Improve Goal-directed Behavior

Jason Toy, Josh MacAdam, Phil Tabor

arxiv:2401.10910 v2 · 2024-01-09 · q-bio.NC · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJYK2634ZGCNTPGFBZUPIE5EM5}

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

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Receipt and verification

First computed	2026-07-05T07:50:54.996166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a70ad7b7cc984d9bcc50e68f413a46776fdd7409ffb33586ca1d19d1c77cda8

Aliases

arxiv: 2401.10910 · arxiv_version: 2401.10910v2 · doi: 10.48550/arxiv.2401.10910 · pith_short_12: LJYK2634ZGCN · pith_short_16: LJYK2634ZGCNTPGF · pith_short_8: LJYK2634

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/LJYK2634ZGCNTPGFBZUPIE5EM5 \
  | 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: 5a70ad7b7cc984d9bcc50e68f413a46776fdd7409ffb33586ca1d19d1c77cda8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6023054a7c1bafc6904401dc8e39bbf0b3c87302040c299084d41b481bffdbc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2024-01-09T15:00:47Z",
    "title_canon_sha256": "3c73d215ee416dfcb64f68388d788187a4bf17f8e57a865b6aa475aac55f4185"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10910",
    "kind": "arxiv",
    "version": 2
  }
}