Pith Number

pith:UMYRJUQW

pith:2024:UMYRJUQWGNOYN5WW5CMTAEP7HY

not attested not anchored not stored refs pending

I Need Help! Evaluating LLM's Ability to Ask for Users' Support: A Case Study on Text-to-SQL Generation

Chao-Chung Wu, Cheng-Kuang Wu, Chieh-Yen Lin, Hung-yi Lee, Yun-Nung Chen, Zhi Rui Tam

arxiv:2407.14767 v2 · 2024-07-20 · 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{UMYRJUQWGNOYN5WW5CMTAEP7HY}

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

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T09:13:06.155453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a33114d216335d86f6d6e8993011ff3e3e6b1c5e1fc1d8c6a2dd6beb9b6373e9

Aliases

arxiv: 2407.14767 · arxiv_version: 2407.14767v2 · doi: 10.48550/arxiv.2407.14767 · pith_short_12: UMYRJUQWGNOY · pith_short_16: UMYRJUQWGNOYN5WW · pith_short_8: UMYRJUQW

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/UMYRJUQWGNOYN5WW5CMTAEP7HY \
  | 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: a33114d216335d86f6d6e8993011ff3e3e6b1c5e1fc1d8c6a2dd6beb9b6373e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a7609742e1d5b86a81c037e53c461d356a14a4288ea468e78339c7dc828bed8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-20T06:12:29Z",
    "title_canon_sha256": "e7a3368eacd9fea5b7ac0f5db10d0bef77796d601ce267fe782e646734354fd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14767",
    "kind": "arxiv",
    "version": 2
  }
}