Pith Number

pith:KBNXNJEH

pith:2022:KBNXNJEHRQLBSYHNZT46E3P7WU

not attested not anchored not stored refs pending

Training Language Models with Memory Augmentation

Danqi Chen, Tao Lei, Zexuan Zhong

arxiv:2205.12674 v3 · 2022-05-25 · cs.CL · 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{KBNXNJEHRQLBSYHNZT46E3P7WU}

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

2 papers in Pith

Forecasting Future Behavior as a Learning Task

A Reproducibility Study of Metacognitive Retrieval-Augmented Generation

Receipt and verification

First computed	2026-07-05T05:20:11.770692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

505b76a4878c161960edccf9e26dffb5283b805c7f4884737421ba703ebbd3ee

Aliases

arxiv: 2205.12674 · arxiv_version: 2205.12674v3 · doi: 10.48550/arxiv.2205.12674 · pith_short_12: KBNXNJEHRQLB · pith_short_16: KBNXNJEHRQLBSYHN · pith_short_8: KBNXNJEH

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/KBNXNJEHRQLBSYHNZT46E3P7WU \
  | 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: 505b76a4878c161960edccf9e26dffb5283b805c7f4884737421ba703ebbd3ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d67d4b949506bd7b1944eaed7cd0a16dc74fdaa9c8e46a82d8a34c36f99bedfa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-25T11:37:29Z",
    "title_canon_sha256": "4ee1083098ebc6f8c4f5f98936acbe862ddebb4dc25b3c841fe7b035a1d28968"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12674",
    "kind": "arxiv",
    "version": 3
  }
}