Pith Number

pith:KOY2HSXG

pith:2025:KOY2HSXGPUWRVSQALOOYSARTFU

not attested not anchored not stored refs pending

Improving Image Captioning by Mimicking Human Reformulation Feedback at Inference-time

Gabriel Stanovsky, Lea Frermann, Omri Abend, Uri Berger

arxiv:2501.04513 v1 · 2025-01-08 · cs.CV · 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{KOY2HSXGPUWRVSQALOOYSARTFU}

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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

Dual-Stage Value-Guided Inference with Margin-Based Reward Adjustment for Fast and Faithful VLM Captioning

Receipt and verification

First computed	2026-07-05T09:58:36.245641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53b1a3cae67d2d1aca005b9d8902332d19b070da4f0b57bab971911bb4cc7a90

Aliases

arxiv: 2501.04513 · arxiv_version: 2501.04513v1 · doi: 10.48550/arxiv.2501.04513 · pith_short_12: KOY2HSXGPUWR · pith_short_16: KOY2HSXGPUWRVSQA · pith_short_8: KOY2HSXG

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/KOY2HSXGPUWRVSQALOOYSARTFU \
  | 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: 53b1a3cae67d2d1aca005b9d8902332d19b070da4f0b57bab971911bb4cc7a90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22851b8132e954c35fd6daecec170ef71bef67edae1170d597debd971ddc048c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-08T14:00:07Z",
    "title_canon_sha256": "95ccbc236c79134ed18ac6ef59fb1b2034f5f63617389b19130967c54d763559"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04513",
    "kind": "arxiv",
    "version": 1
  }
}