Pith Number

pith:M6OSRUEN

pith:2021:M6OSRUENVNBVADTE2PQRSUSC64

not attested not anchored not stored refs pending

Learning to Repair: Repairing model output errors after deployment using a dynamic memory of feedback

Aman Madaan, Niket Tandon, Peter Clark, Yiming Yang

arxiv:2112.09737 v2 · 2021-12-16 · cs.CL · 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{M6OSRUENVNBVADTE2PQRSUSC64}

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

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Receipt and verification

First computed	2026-07-05T04:21:35.893152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

679d28d08dab43500e64d3e1195242f71f5e2bcbb94fbea968014817cb7c5e6f

Aliases

arxiv: 2112.09737 · arxiv_version: 2112.09737v2 · doi: 10.48550/arxiv.2112.09737 · pith_short_12: M6OSRUENVNBV · pith_short_16: M6OSRUENVNBVADTE · pith_short_8: M6OSRUEN

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/M6OSRUENVNBVADTE2PQRSUSC64 \
  | 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: 679d28d08dab43500e64d3e1195242f71f5e2bcbb94fbea968014817cb7c5e6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c317db1c3bc8b976b3e0f188e5d35b8c4062022c833b67f8895a0a62a3f9c0e6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-16T07:01:28Z",
    "title_canon_sha256": "73c52fd5a5cdad7524868e521602b3b2056df1ac01d7bc3b52dee46453512565"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.09737",
    "kind": "arxiv",
    "version": 2
  }
}