Pith Number

pith:LXCR2BOC

pith:2023:LXCR2BOCI3ATVZTPUCRSAR2BX7

not attested not anchored not stored refs pending

REFINER: Reasoning Feedback on Intermediate Representations

Antoine Bosselut, Beatriz Borges, Boi Faltings, Debjit Paul, Maxime Peyrard, Mete Ismayilzada, Robert West

arxiv:2304.01904 v2 · 2023-04-04 · 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{LXCR2BOCI3ATVZTPUCRSAR2BX7}

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

14 papers in Pith

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DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination

VTOS: Learning to Orchestrate Vision Tools by Co-Searching Solutions and Observers

User-Assistant Bias in LLMs

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:40:52.605653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dc51d05c246c13ae66fa0a3204741bfd88ec5a865d5f1581372fbdb7741962b

Aliases

arxiv: 2304.01904 · arxiv_version: 2304.01904v2 · doi: 10.48550/arxiv.2304.01904 · pith_short_12: LXCR2BOCI3AT · pith_short_16: LXCR2BOCI3ATVZTP · pith_short_8: LXCR2BOC

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/LXCR2BOCI3ATVZTPUCRSAR2BX7 \
  | 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: 5dc51d05c246c13ae66fa0a3204741bfd88ec5a865d5f1581372fbdb7741962b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "944e3f19825e32d055d679b19d34fd023b56b1930a419d658f293a11b1c5b10f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-04T15:57:28Z",
    "title_canon_sha256": "145e8a0c1da93162c61ed4d48aaa45e0e0fee091b19b9ecbf9e3d2d77fe04679"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.01904",
    "kind": "arxiv",
    "version": 2
  }
}