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normalize_final_answer

Syntologyentry name in harvested coderead from the graph 2026-09-24

normalize_final_answer appears in the code Syntology harvested for 20 papers, as 8 distinct code bodies found in 20 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 3 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named normalize_final_answer do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 4 of the 8 distinct code bodies named normalize_final_answer; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
1ran
4unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 11 of the 20 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

20 papers shown of 20, newest first; 20 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 14 papers added by Syntology. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
SCOPE-RL: Optimizing Reasoning Paths Before and After Success added by Syntology 2026-07 (from id) tokencraft-lab/SCOPE-RL/verl/recipe/scope_rl/reward_score/step_quality.py 996c6d7cf3a99d1e ran · our draft was wrong no licence file found · pointer only
RLVR Datasets and Where to Find Them: Tracing Data Lineage for Better Training Data added by Syntology 2026-05 (from id) Celine-hxy/ATLAS/verl/verl/utils/reward_score/math_dapo.py 45fce0ce6cf82699 ran · our draft was wrong fingerprinted no licence file found · pointer only
A Systematic Analysis of the Impact of Persona Steering on LLM Capabilities added by Syntology 2026-04 (from id) cjia7/DPR/src/npti/eval/eval_math.py 4f5267c667058423 unverified no licence file found · pointer only
Can LLMs Learn to Reason Robustly under Noisy Supervision? added by Syntology 2026-04 (from id) ShenzhiYang2000/OLR/eval_scripts/oat_math_grader.py 5662e5ee755b541c unverified Apache-2.0 (permissive)
Learning to Hint for Reinforcement Learning added by Syntology 2026-04 (from id) Andree-9/HiLL/eval/oat_math_grader.py 5662e5ee755b541c unverified no licence file found · pointer only
Hierarchical Chain-of-Thought: Enhancing LLM Reasoning Performance and Efficiency added by Syntology 2026-04 (from id) XingshuaiHuang/Hi-CoT/utils/math_grader.py 5662e5ee755b541c unverified Apache-2.0 (permissive)
UpSkill: Mutual Information Skill Learning for Structured Response Diversity in LLMs added by Syntology 2026-02 (from id) dshah02/upskill/src/DAPO_math_dapo.py f8eed3cb436fe2a3 unverified no licence file found · pointer only
PrAg-PO: Prompt Augmented Policy Optimization for Robust and Diverse Mathematical Reasoning added by Syntology 2026-02 (from id) wenquanlu/PrAg-PO/understand_r1_zero/math_grader.py 5662e5ee755b541c unverified no licence file found · pointer only
Self-Hinting Language Models Enhance Reinforcement Learning added by Syntology 2026-02 (from id) BaohaoLiao/SAGE/eval/oat_math_grader.py 5662e5ee755b541c unverified Apache-2.0 (permissive)
UCPO: Uncertainty-Aware Policy Optimization added by Syntology 2026-01 (from id) xzhouzeng/ucpo/eval/utils.py 5662e5ee755b541c unverified Apache-2.0 (permissive)
ETS: Energy-Guided Test-Time Scaling for Training-Free RL Alignment added by Syntology 2026-01 (from id) sheriyuo/ETS/aime24/utils.py f8eed3cb436fe2a3 unverified no licence file found · pointer only
The Impact of Quantization on Large Reasoning Model Reinforcement Learning added by Syntology 2025-11 (from id) d-matrix-ai/rlquant/helper_functions.py 5662e5ee755b541c unverified no licence file found · pointer only
TokenSqueeze: Performance-Preserving Compression for Reasoning LLMs added by Syntology 2025-11 (from id) zhangyx1122/TokenSqueeze/utils/orz_verify.py 5662e5ee755b541c unverified no licence file found · pointer only
Evolution Strategies at Scale: LLM Fine-Tuning Beyond Reinforcement Learning added by Syntology 2025-09 (from id) VsonicV/es-at-scale/es_at_scale/reward_function/math_grader.py 5662e5ee755b541c unverified no licence file found · pointer only
QFFT, Question-Free Fine-Tuning for Adaptive Reasoning 15 Jun 2025 lwl-cpu/question-free-fine-tuning/eval/utils/math_normalization.py 31ee6b861ee71ef7 ran fingerprinted Apache-2.0 (permissive)
How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study 21 May 2025 thu-coai/lrm-safety-study/reasoning_evaluation/utils/math_normalization.py 31ee6b861ee71ef7 ran fingerprinted MIT (permissive)
TTRL: Test-Time Reinforcement Learning 22 Apr 2025 prime-rl/ttrl/verl/verl/utils/reward_score/ttrl_math/math_utils.py 5662e5ee755b541c unverified MIT (permissive)
PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models 4 Mar 2025 zhaoxlpku/promptcot/eval/math_equivalence.py 2046955201af63e6 ran · our draft was wrong fingerprinted MIT (permissive)
Rethinking Fine-Tuning when Scaling Test-Time Compute: Limiting Confidence Improves Mathematical Reasoning 11 Feb 2025 allanraventos/refine/refine/training/filter_samples.py 8464320e407bc6cd unverified MIT (permissive)
Weak-to-Strong Reasoning 18 Jul 2024 gair-nlp/weak-to-strong-reasoning/src/eval/math_normalization.py 31ee6b861ee71ef7 ran fingerprinted no licence file found · pointer only

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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