Pith Number

pith:NQLY7QCC

pith:2024:NQLY7QCC4Q65ROXKWFLGTMVMMF

not attested not anchored not stored refs pending

Training LLMs to Recognize Hedges in Spontaneous Narratives

Adil Soubki, Amie J. Paige, John Murzaku, Owen Rambow, Susan E. Brennan

arxiv:2408.03319 v1 · 2024-08-06 · 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{NQLY7QCC4Q65ROXKWFLGTMVMMF}

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	2026-07-05T08:52:48.885300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c178fc042e43dd8baeab15669b2ac6173243274353db14c8d43036ad9c42509

Aliases

arxiv: 2408.03319 · arxiv_version: 2408.03319v1 · doi: 10.48550/arxiv.2408.03319 · pith_short_12: NQLY7QCC4Q65 · pith_short_16: NQLY7QCC4Q65ROXK · pith_short_8: NQLY7QCC

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/NQLY7QCC4Q65ROXKWFLGTMVMMF \
  | 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: 6c178fc042e43dd8baeab15669b2ac6173243274353db14c8d43036ad9c42509

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0acca332d05c21c39a76c1816a473bc3fce9464018b92a83d33220ee9ed58dc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-06T17:51:42Z",
    "title_canon_sha256": "47ce665cec09759226e231306a150cf41fbe9d37d1fe79b32cd23563cc1bbd89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03319",
    "kind": "arxiv",
    "version": 1
  }
}