Pith Number

pith:PY65BKKQ

pith:2023:PY65BKKQIJQ2R5MK7XOGXSFIQ6

not attested not anchored not stored refs pending

Large language models can accurately predict searcher preferences

Bhaskar Mitra, Nick Craswell, Paul Thomas, Seth Spielman

arxiv:2309.10621 v3 · 2023-09-19 · cs.IR · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PY65BKKQIJQ2R5MK7XOGXSFIQ6}

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

2 papers in Pith

Contrastive Reflection for Iterative Prompt Optimization

K-CARE: Knowledge-driven Symmetrical Contextual Anchoring and Analogical Prototype Reasoning for E-commerce Relevance

Receipt and verification

First computed	2026-07-05T08:19:56.685993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e3dd0a9504261a8f58afddc6bc8a8879bab925a948b23b8d0e04ad5792eed8c

Aliases

arxiv: 2309.10621 · arxiv_version: 2309.10621v3 · doi: 10.48550/arxiv.2309.10621 · pith_short_12: PY65BKKQIJQ2 · pith_short_16: PY65BKKQIJQ2R5MK · pith_short_8: PY65BKKQ

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/PY65BKKQIJQ2R5MK7XOGXSFIQ6 \
  | 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: 7e3dd0a9504261a8f58afddc6bc8a8879bab925a948b23b8d0e04ad5792eed8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e59748bba856ef2e072f2e91401a2ca706314d2d0b35b9e41a307d604eba51de",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-09-19T13:55:39Z",
    "title_canon_sha256": "aa0a3914628e44bed63f52f9a2592e3be3ebe24a3373bdca4d734e05a6f02967"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10621",
    "kind": "arxiv",
    "version": 3
  }
}