Pith. sign in
Pith Number

pith:TY22YXZ6

pith:2026:TY22YXZ6UOHBRZZESU5YXAKDVR
not attested not anchored not stored refs pending

Beyond Correctness: Benchmarking and Aligning Response Behaviors in Hybrid-Thinking MLLMs

Fengyuan Lu, Guoqing Ma, Han Hu, Hongming Yang, Marito Li, Nan Qiao, Qiming Peng, Saiyong Yang, Shangpin Peng, Songyang Zhang, Weinong Wang, Xinming Wang, Xu-Yao Zhang, Yansong Lin, Yonglong Tian, Zheng Ruan

arxiv:2608.12781 v1 · 2026-08-13 · cs.CV

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\usepackage{pith}
\pithnumber{TY22YXZ6UOHBRZZESU5YXAKDVR}

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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.
Receipt and verification
First computed 2026-08-14T00:47:56.656026Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9e35ac5f3ea38e18e724953b8b8143ac70e5b8d50881af440d0654976cf7da11

Aliases

arxiv: 2608.12781 · arxiv_version: 2608.12781v1 · doi: 10.48550/arxiv.2608.12781 · pith_short_12: TY22YXZ6UOHB · pith_short_16: TY22YXZ6UOHBRZZE · pith_short_8: TY22YXZ6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TY22YXZ6UOHBRZZESU5YXAKDVR \
  | 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: 9e35ac5f3ea38e18e724953b8b8143ac70e5b8d50881af440d0654976cf7da11
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fad2ffbbb24dfce618ae82ddf7d20869c74de1580dbb8794778256959a2dc9e8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-08-13T03:44:45Z",
    "title_canon_sha256": "a060926bf3bbc18b01141cab5f79b6e0ba9f6644dbacaf8cd13fcf82bda31b5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.12781",
    "kind": "arxiv",
    "version": 1
  }
}