Pith Number

pith:FU72WGW4

pith:2022:FU72WGW4I4TK6TURMD2QL5GIQ6

not attested not anchored not stored refs pending

Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems

Dongmei Zhang, Fan Zhou, Haoyu Dong, Qian Liu, Shi Han, Zhoujun Cheng

arxiv:2210.05075 v1 · 2022-10-11 · cs.CL · cs.IR · cs.NA · math.NA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FU72WGW4I4TK6TURMD2QL5GIQ6}

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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

VLM-R$^3$: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought

Receipt and verification

First computed	2026-07-05T05:05:12.475504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d3fab1adc4726af4e9160f505f4c8879a25583a1f1e3f8a0914683150918cdb

Aliases

arxiv: 2210.05075 · arxiv_version: 2210.05075v1 · doi: 10.48550/arxiv.2210.05075 · pith_short_12: FU72WGW4I4TK · pith_short_16: FU72WGW4I4TK6TUR · pith_short_8: FU72WGW4

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/FU72WGW4I4TK6TURMD2QL5GIQ6 \
  | 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: 2d3fab1adc4726af4e9160f505f4c8879a25583a1f1e3f8a0914683150918cdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68775095b00f4b7d094c89a6a6ea38299f3f56da2cb693e4b7b63259b2c5e2d1",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-11T00:57:19Z",
    "title_canon_sha256": "fe99a60dc1c47e7935fdfe6e99d9597fd247c7e474e4d4995474af26db93811a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05075",
    "kind": "arxiv",
    "version": 1
  }
}