Pith Number

pith:YX3QY3K3

pith:2024:YX3QY3K3VRMUNVMQXWYOHPYVXE

not attested not anchored not stored refs pending

Do LLMs Have the Generalization Ability in Conducting Causal Inference?

Bo Wang, Chen Wang, Dongming Zhao, Ruifang He, Yuexian Hou

arxiv:2410.11385 v1 · 2024-10-15 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YX3QY3K3VRMUNVMQXWYOHPYVXE}

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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

Mitigating Spurious Correlations in LLMs via Causality-Aware Post-Training

Receipt and verification

First computed	2026-07-05T09:20:52.720019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5f70c6d5bac5946d590bdb0e3bf15b903d417d9ce94c4438b75de3b91111c29

Aliases

arxiv: 2410.11385 · arxiv_version: 2410.11385v1 · doi: 10.48550/arxiv.2410.11385 · pith_short_12: YX3QY3K3VRMU · pith_short_16: YX3QY3K3VRMUNVMQ · pith_short_8: YX3QY3K3

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/YX3QY3K3VRMUNVMQXWYOHPYVXE \
  | 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: c5f70c6d5bac5946d590bdb0e3bf15b903d417d9ce94c4438b75de3b91111c29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a0521d1eb21037881ba8bbd5e17bfcfdd9e57a4fe5f9d23f3371268c9d8b889",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-15T08:23:31Z",
    "title_canon_sha256": "99652352a87b54bab45da64593995c335aae0d262dec83f3e26f6c41f18c53cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11385",
    "kind": "arxiv",
    "version": 1
  }
}