Pith Number

pith:W2LSPWYJ

pith:2024:W2LSPWYJDH5DHBBBEQYSIBKZDL

not attested not anchored not stored refs pending

EDT: Improving Large Language Models' Generation by Entropy-based Dynamic Temperature Sampling

Shimao Zhang, Shujian Huang, Yu Bao

arxiv:2403.14541 v2 · 2024-03-21 · cs.CL

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\usepackage{pith}
\pithnumber{W2LSPWYJDH5DHBBBEQYSIBKZDL}

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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

5 papers in Pith

Be Your Own Teacher: Steering Protein Language Models via Unsupervised Reward Optimization

Cognitive Fatigue in Autoregressive Transformers: Formalization and Measurement

Internalize the Temperature: On-Policy Self-Distillation as Policy Reheater for Reinforcement Learning

Noise Steering for Controlled Text Generation: Improving Diversity and Reading-Level Fidelity in Arabic Educational Story Generation

Trajectory as the Teacher: Few-Step Discrete Flow Matching via Energy-Navigated Distillation

Receipt and verification

First computed	2026-07-05T08:03:50.335412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b69727db0919fa33842124312405591ad65e7fc1fc12a7253abc54e694d865c6

Aliases

arxiv: 2403.14541 · arxiv_version: 2403.14541v2 · doi: 10.48550/arxiv.2403.14541 · pith_short_12: W2LSPWYJDH5D · pith_short_16: W2LSPWYJDH5DHBBB · pith_short_8: W2LSPWYJ

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/W2LSPWYJDH5DHBBBEQYSIBKZDL \
  | 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: b69727db0919fa33842124312405591ad65e7fc1fc12a7253abc54e694d865c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fe9f6503d9945df78d710ff1869f3ffde64fce0cacad59cfd98464f15c9fa90",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-21T16:41:12Z",
    "title_canon_sha256": "28079caa547931e1e2927e8e84baeedf7ebf758de0c7196f756c572f1c16669e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.14541",
    "kind": "arxiv",
    "version": 2
  }
}