Pith Number

pith:KDUENPJC

pith:2023:KDUENPJC4C46UWBFV5RHKM5PUK

not attested not anchored not stored refs pending

Writing your own book: A method for going from closed to open book QA to improve robustness and performance of smaller LLMs

Giorgi Kokaia, Nozha Boujemaa, Pratyush Sinha, Yutong Jiang

arxiv:2305.11334 v1 · 2023-05-18 · 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{KDUENPJC4C46UWBFV5RHKM5PUK}

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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

Evaluating and Improving Robustness in Large Language Models: A Survey and Future Directions

Receipt and verification

First computed	2026-07-05T06:11:35.751569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50e846bd22e0b9ea5825af627533afa2818daa01756f4654415b0cc189959a87

Aliases

arxiv: 2305.11334 · arxiv_version: 2305.11334v1 · doi: 10.48550/arxiv.2305.11334 · pith_short_12: KDUENPJC4C46 · pith_short_16: KDUENPJC4C46UWBF · pith_short_8: KDUENPJC

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/KDUENPJC4C46UWBFV5RHKM5PUK \
  | 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: 50e846bd22e0b9ea5825af627533afa2818daa01756f4654415b0cc189959a87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c313742a7bbcc4bad8bea708f8caec7b7a4af36be6d334213c08a2dd1db881b9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-18T22:47:06Z",
    "title_canon_sha256": "b303030b90670a0bdf624270bb7ed6a4afc4148565d3d61493a58886058e9b91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11334",
    "kind": "arxiv",
    "version": 1
  }
}