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compute_ce_dpo_loss_rm

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

compute_ce_dpo_loss_rm appears in the code Syntology harvested for 48 papers, as 2 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 47 of the papers; 0 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 compute_ce_dpo_loss_rm 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 1 of the 2 distinct code bodies named compute_ce_dpo_loss_rm; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 17 of the 48 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

48 papers shown of 48, newest first; 48 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 37 papers added by Syntology; 3 papers have no page here and are shown by arXiv id only. 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
On-policy Distillation with Verifiable Reward added by Syntology 2026-08 (from id) LeapLabTHU/OPDVR/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Mismatch Matters: On-Policy Distillation Beyond Token Agreement added by Syntology 2026-08 (from id) yzc-666/TIDE/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Toward Plasticity-Preserving KL Regularization for Capability Retention in LLM Reinforcement Learning added by Syntology 2026-08 (from id) Lumina04/CoKL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
ARMOR: Stabilizing On-Policy LLM RL with Off-Policy Anchor Samples added by Syntology 2026-07 (from id) Hesse73/ARMOR/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning added by Syntology 2026-06 (from id) jinyangwu/OPID/recipe/prime/prime_core_algos.py f220595adfc5e83c ran MIT (permissive)
OPERA: Aligning Open-Ended Reasoning via Objective Perplexity-based Reinforcement Learning added by Syntology 2026-06 (from id) pangpang-xuan/OPERA/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
ExTra: Exploratory Trajectory Optimization for Language Model Reinforcement Learning added by Syntology 2026-06 (from id) allen4747/extra/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability added by Syntology 2026-06 (from id) hp-luo/STARE/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
OPRD: On-Policy Representation Distillation added by Syntology 2026-06 (from id) ShenzhiYang2000/OPRD/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation added by Syntology 2026-06 (from id) YuYingLi0/FiRe-OPD/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
When Self-Belief Misleads: Active Label Acquisition for Reinforcement Learning with Verifiable Rewards added by Syntology 2026-05 (from id) Lumina04/CARE/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation added by Syntology 2026-05 (from id) caiyuchen-ustc/EffOPD/EffOPD/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
When Less is Enough: Efficient Inference via Collaborative Reasoning added by Syntology 2026-05 (from id) fairytale9/llm_bottleneck/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment added by Syntology 2026-04 (from id) XMUDeepLIT/HEAL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
CoSearch: Joint Training of Reasoning and Document Ranking via Reinforcement Learning for Agentic Search added by Syntology 2026-04 (from id) snap-research/CoSearch/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Seeing Isn't Believing: Mitigating Belief Inertia via Active Intervention in Embodied Agents added by Syntology 2026-04 (from id) WangHanLinHenry/EVU/verl-agent/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
GIANTS: Generative Insight Anticipation from Scientific Literature added by Syntology 2026-04 (from id) joyheyueya/giants/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Can LLMs Learn to Reason Robustly under Noisy Supervision? added by Syntology 2026-04 (from id) ShenzhiYang2000/OLR/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs added by Syntology 2026-03 (from id) sikelifei/HeRL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time added by Syntology 2026-03 (from id) Jasper-Yan/SCRL/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran MIT (permissive)
REAL: Regression-Aware Reinforcement Learning for LLM-as-a-Judge added by Syntology 2026-03 (from id) YasminZhang/REAL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
On Information Self-Locking in Reinforcement Learning for Active Reasoning of LLM agents added by Syntology 2026-03 (from id) unimpor/T3/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Entropy-Aware On-Policy Distillation of Language Models added by Syntology 2026-03 (from id) WLS04/EOPD/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning added by Syntology 2026-03 (from id) LuckyyySTA/GOLF/golf/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Beyond One-Size-Fits-All: Adaptive Subgraph Denoising for Zero-Shot Graph Learning with Large Language Models added by Syntology 2026-03 (from id) mysteriouslfz/GraphSSR/reinforcement_learning/recipe/prime/prime_core_algos.py f220595adfc5e83c ran MIT (permissive)
MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning added by Syntology 2026-02 (from id) FlyTune/MASPO-RL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Echo: Towards Advanced Audio Comprehension via Audio-Interleaved Reasoning added by Syntology 2026-02 (from id) wdqqdw/Echo/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
When Domains Interact: Asymmetric and Order-Sensitive Cross-Domain Effects in Reinforcement Learning for Reasoning added by Syntology 2026-02 (from id) uservan/cross_domain/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning added by Syntology 2026-01 (from id) meituan/MemOCR/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Agentic reinforcement learning empowers next-generation chemical language models for molecular design and synthesis added by Syntology 2026-01 (from id) HowardLi1984/ChemCraft/chemcraft_rl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
GIFT: Reconciling Post-Training Objectives via Finite-Temperature Gibbs Initialization added by Syntology 2026-01 (from id) zzy1127/GIFT/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
AgentOCR: Reimagining Agent History via Optical Self-Compression added by Syntology 2026-01 (from id) langfengQ/AgentOCR/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
AT 2 PO: Agentic Turn-based Policy Optimization via Tree Search added by Syntology 2026-01 (from id) zzfoutofspace/ATPO/ATPO/verl_atpo/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning added by Syntology 2025-12 (from id) SII-zyj/Ophiuchus/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Mitigating the Safety Alignment Tax with Null-Space Constrained Policy Optimization added by Syntology 2025-12 (from id) ivanniu/NSPO/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran no licence file found · pointer only
Multi-Agent Tool-Integrated Policy Optimization added by Syntology 2025-10 (from id) mzf666/MATPO/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
Self-Evolving Vision-Language Models for Image Quality Assessment via Voting and Ranking added by Syntology 2025-09 (from id) bytedance/EvoQuality/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models 15 Jun 2025 xid32/SoundMind/recipe/prime/prime_core_algos.py f220595adfc5e83c ran MIT (permissive)
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling 10 Jun 2025 bigai-nlco/rulereasoner/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran MIT (permissive)
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning 26 May 2025 lezhang7/rearank/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting 24 May 2025 joeying1019/adactrl/recipe/prime/prime_core_algos.py de3d16d0873508ea unverified Apache-2.0 (permissive)
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning 20 May 2025 visual-agent/deepeyes/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
TTRL: Test-Time Reinforcement Learning 22 Apr 2025 prime-rl/ttrl/verl/recipe/prime/prime_core_algos.py f220595adfc5e83c ran MIT (permissive)
Guided Stream of Search: Learning to Better Search with Language Models via Optimal Path Guidance 3 Oct 2024 snu-mllab/guided-rest/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
HybridFlow: A Flexible and Efficient RLHF Framework 28 Sep 2024 du-nlp-lab/lengthreward/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
arXiv:openreview_v70fTOqer2 liziniu/KnapsackRL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
arXiv:openreview_lbaBsu0CaY Tunanzzz/Meerkat-VL/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)
arXiv:openreview_Tkdgg5uqNK ZhijianZhou/Disppo/recipe/prime/prime_core_algos.py f220595adfc5e83c ran Apache-2.0 (permissive)

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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