Pith Number

pith:LFTLVW5H

pith:2025:LFTLVW5HDHTZV34BSNDZACNRHZ

not attested not anchored not stored refs pending

Perspective Transition of Large Language Models for Solving Subjective Tasks

Fuwen Luo, Peng Li, Xiaolong Wang, Yang Liu, Yile Wang, Yuanchi Zhang, Yuzhuang Xu, Ziyue Wang

arxiv:2501.09265 v2 · 2025-01-16 · 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{LFTLVW5HDHTZV34BSNDZACNRHZ}

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.

Receipt and verification

First computed	2026-07-05T11:23:22.334156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5966badba719e79aef8193479009b13e473ae6c28324119b81adde26eb4b9b28

Aliases

arxiv: 2501.09265 · arxiv_version: 2501.09265v2 · doi: 10.48550/arxiv.2501.09265 · pith_short_12: LFTLVW5HDHTZ · pith_short_16: LFTLVW5HDHTZV34B · pith_short_8: LFTLVW5H

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/LFTLVW5HDHTZV34BSNDZACNRHZ \
  | 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: 5966badba719e79aef8193479009b13e473ae6c28324119b81adde26eb4b9b28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9717b4062b8155569b0e81f3ae42dd97b4b86258087cc47d2079256d54ff7b79",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-16T03:30:47Z",
    "title_canon_sha256": "d8e5b6b7de764d0b6d30d2bacc74478ed6d16132cdca7225759ac4855a433a1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09265",
    "kind": "arxiv",
    "version": 2
  }
}