Pith. sign in
Pith Number

pith:FMCDIO2T

pith:2026:FMCDIO2TW27FWJGATDYRQ26ICW
not attested not anchored not stored refs pending

LLM Reasoning for Subjective Tasks: Failure Modes, Mitigation, and Dynamic Reasoning Routing

Ding Tong, Ishan Gupta, Juncheng Dong, Yuyan Wang

arxiv:2608.08889 v1 · 2026-08-09 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FMCDIO2TW27FWJGATDYRQ26ICW}

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 2026-08-11T01:25:38.138944Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2b04343b53b6be5b24c098f1186bc8158774d82f839439cb475c760876f80394

Aliases

arxiv: 2608.08889 · arxiv_version: 2608.08889v1 · doi: 10.48550/arxiv.2608.08889 · pith_short_12: FMCDIO2TW27F · pith_short_16: FMCDIO2TW27FWJGA · pith_short_8: FMCDIO2T
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FMCDIO2TW27FWJGATDYRQ26ICW \
  | 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: 2b04343b53b6be5b24c098f1186bc8158774d82f839439cb475c760876f80394
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "27c87cb385ab028ad78d83beb134e6c81baabe10d8245de003dc283a4ab83f7e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-09T20:02:44Z",
    "title_canon_sha256": "64386ef5b2c333bd4d762fd5fbfd6c8f72e3a12b29569efd090de52b82917414"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.08889",
    "kind": "arxiv",
    "version": 1
  }
}