Pith Number

pith:RUBOSHF6

pith:2023:RUBOSHF6UWFHOXKY2CZ5ZUFTXS

not attested not anchored not stored refs pending

LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback

Biao Zhang, Daniel Deutsch, Juraj Juraska, Lei Li, Mara Finkelstein, Markus Freitag, Wenda Xu, William Yang Wang, Zhongtao Liu

arxiv:2311.09336 v5 · 2023-11-15 · 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{RUBOSHF6UWFHOXKY2CZ5ZUFTXS}

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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

2 papers in Pith

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations

Receipt and verification

First computed	2026-07-05T09:25:36.152399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d02e91cbea58a775d58d0b3dcd0b3bca1143eb503506c8a93178c8439187c9e

Aliases

arxiv: 2311.09336 · arxiv_version: 2311.09336v5 · doi: 10.48550/arxiv.2311.09336 · pith_short_12: RUBOSHF6UWFH · pith_short_16: RUBOSHF6UWFHOXKY · pith_short_8: RUBOSHF6

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/RUBOSHF6UWFHOXKY2CZ5ZUFTXS \
  | 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: 8d02e91cbea58a775d58d0b3dcd0b3bca1143eb503506c8a93178c8439187c9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c43f064fed7d924d815d74344cd48731cb64616eb76983fdd7be520216d61817",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-15T19:52:11Z",
    "title_canon_sha256": "0f67d8467770b0c2ddfadfba714e6076c53afe044408c5e5e26fe83651ac872b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09336",
    "kind": "arxiv",
    "version": 5
  }
}