SimPO: Simple Preference Optimization with a Reference-Free Reward | Paper Citation Record

Observation 63664023-8e42-4bd5-875a-d32642e75721 · inbound

Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing cites this paper.

Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 130

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:58:36.882351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation baad56b5-f9b2-45f3-81fc-d90330cbd6a9 · inbound

DataComp-LM: In search of the next generation of training sets for language models cites this paper.

DataComp-LM: In search of the next generation of training sets for language models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 124

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:58:17.123554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 22771146-9716-4e82-99a5-eb2e0f3b1d5b · inbound

RED: Unleashing Token-Level Rewards from Holistic Feedback via Reward Redistribution cites this paper.

RED: Unleashing Token-Level Rewards from Holistic Feedback via Reward Redistribution SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T21:50:34.757342Z

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Observation 18980d1f-0ac9-4ffb-9fa1-b91d882aea71 · inbound

Adaptive Decoding via Latent Preference Optimization cites this paper.

Adaptive Decoding via Latent Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T20:31:53.174774Z

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Observation 70e7b513-cee4-435a-b139-692ff894730e · inbound

BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment cites this paper.

BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:36.999314Z

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Observation 47c5ec60-efd9-4ef5-a91c-7304256c0429 · inbound

ProSec: Fortifying Code LLMs with Proactive Security Alignment cites this paper.

ProSec: Fortifying Code LLMs with Proactive Security Alignment SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T17:10:55.524976Z

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Observation 8c071df3-41bb-493c-a256-f81fcce82abc · inbound

Video-Text Dataset Construction from Multi-AI Feedback: Promoting Weak-to-Strong Preference Learning for Video Large Language Models cites this paper.

Video-Text Dataset Construction from Multi-AI Feedback: Promoting Weak-to-Strong Preference Learning for Video Large Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T13:31:10.621710Z

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Observation c46ffce3-d532-42ed-a13c-dea5659f2527 · inbound

ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning cites this paper.

ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T05:13:41.509518Z

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Observation 265d9257-8f0d-4d7f-bb49-075d279d7e15 · inbound

Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies cites this paper.

Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-23T08:22:44.274185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb18100c-eed6-430b-a3fd-c97b21c86cb0 · inbound

ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation? cites this paper.

ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation? SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T23:36:24.742162Z

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Observation 4c1eeab3-330e-41aa-b0d6-4a8c02f8e333 · inbound

T-REG: Preference Optimization with Token-Level Reward Regularization cites this paper.

T-REG: Preference Optimization with Token-Level Reward Regularization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T23:15:56.151799Z

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Observation 802c7432-bfa4-4aa4-bf4b-795b6f5085a5 · inbound

Beyond the Binary: Capturing Diverse Preferences With Reward Regularization cites this paper.

Beyond the Binary: Capturing Diverse Preferences With Reward Regularization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:51.083942Z

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Observation b0e2d84c-c9d5-4597-acfe-580aae8fcb3f · inbound

ALMA: Alignment with Minimal Annotation cites this paper.

ALMA: Alignment with Minimal Annotation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T21:38:06.767913Z

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Observation 3c91929f-c41c-443e-bb96-11fdea8b1140 · inbound

EACO: Enhancing Alignment in Multimodal LLMs via Critical Observation cites this paper.

EACO: Enhancing Alignment in Multimodal LLMs via Critical Observation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T21:15:45.364993Z

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Observation 026e6fdb-1a4c-42a8-9602-03a242430c1b · inbound

Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models cites this paper.

Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T19:42:46.559026Z

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Observation 2942322d-55b3-4fc2-bc61-621f284992ed · inbound

CleanComedy: Creating Friendly Humor through Generative Techniques cites this paper.

CleanComedy: Creating Friendly Humor through Generative Techniques SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T17:17:00.459083Z

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Observation f16a6eec-9670-4ec8-95b9-68c29bf7a740 · inbound

Hybrid Preference Optimization for Alignment: Provably Faster Convergence Rates by Combining Offline Preferences with Online Exploration cites this paper.

Hybrid Preference Optimization for Alignment: Provably Faster Convergence Rates by Combining Offline Preferences with Online Exploration SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T15:55:20.375425Z

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Observation b24f63fe-024a-40dc-b521-c3f89c9a7e50 · inbound

WEPO: Web Element Preference Optimization for LLM-based Web Navigation cites this paper.

WEPO: Web Element Preference Optimization for LLM-based Web Navigation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T15:41:48.837869Z

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Observation 3ada8865-7075-4e2d-ac37-d98dea9d8925 · inbound

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning cites this paper.

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T14:06:48.154835Z

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Observation 11b68d6a-a06d-47dc-9a3e-a1628785fa47 · inbound

Preference-Oriented Supervised Fine-Tuning: Favoring Target Model Over Aligned Large Language Models cites this paper.

Preference-Oriented Supervised Fine-Tuning: Favoring Target Model Over Aligned Large Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:15.481684Z

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Observation 5b26f855-819d-4343-aa5e-9c62415b335f · inbound

Energy-Based Preference Model Offers Better Offline Alignment than the Bradley-Terry Preference Model cites this paper.

Energy-Based Preference Model Offers Better Offline Alignment than the Bradley-Terry Preference Model SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T12:48:58.966786Z

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Observation 8489d4b5-97ab-47f5-9741-966797a17cf8 · inbound

Hansel: Output Length Controlling Framework for Large Language Models cites this paper.

Hansel: Output Length Controlling Framework for Large Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:37:34.261999Z

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Observation 0943c1fb-e0db-48ed-9cf5-9f167b4771ef · inbound

Cal-DPO: Calibrated Direct Preference Optimization for Language Model Alignment cites this paper.

Cal-DPO: Calibrated Direct Preference Optimization for Language Model Alignment SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T12:16:31.937213Z

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Observation 22304670-4771-4e4c-b3e7-b02ca9d3d064 · inbound

MPPO: Multi Pair-wise Preference Optimization for LLMs with Arbitrary Negative Samples cites this paper.

MPPO: Multi Pair-wise Preference Optimization for LLMs with Arbitrary Negative Samples SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T16:21:35.407893Z

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Observation 7e34296a-7701-469c-a51c-ec0dffb8eec0 · inbound

JailPO: A Novel Black-box Jailbreak Framework via Preference Optimization against Aligned LLMs cites this paper.

JailPO: A Novel Black-box Jailbreak Framework via Preference Optimization against Aligned LLMs SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:17:49.032269Z

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Observation a48d06eb-8497-4b7b-899f-0363ca074d8b · inbound

Align Anything: Training All-Modality Models to Follow Instructions with Language Feedback cites this paper.

Align Anything: Training All-Modality Models to Follow Instructions with Language Feedback SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-11T11:09:13.309116Z

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Observation 52e84489-14ee-4766-9d38-dfb01f313e87 · inbound

GAS: Generative Auto-bidding with Post-training Search cites this paper.

GAS: Generative Auto-bidding with Post-training Search SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T05:56:02.095376Z

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Observation 1395c49a-5a41-4d11-bc37-eb62a3e543cd · inbound

Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration cites this paper.

Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T05:53:01.299517Z

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Observation bfb8b9a2-dfad-482d-80c0-6fe951c4ab8f · inbound

Enhanced Vision-Language Models for Diverse Sensor Understanding: Cost-Efficient Optimization and Benchmarking cites this paper.

Enhanced Vision-Language Models for Diverse Sensor Understanding: Cost-Efficient Optimization and Benchmarking SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-10T23:16:55.365253Z

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Observation 3e8f2b64-e06a-4f87-b95e-65de95d3453b · inbound

Plug-and-Play Training Framework for Preference Optimization cites this paper.

Plug-and-Play Training Framework for Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:34.130362Z

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Observation fd3a5cdb-fec5-4abc-ab22-a51ad16235c2 · inbound

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction cites this paper.

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:54:43.781667Z

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Observation 87e5657a-153e-49d4-8ab5-6b8a297d1cb5 · inbound

From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning cites this paper.

From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T17:52:11.073589Z

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Observation b26a325b-b3e5-4786-b35b-a585af4cfed3 · inbound

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning cites this paper.

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T17:09:06.805981Z

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Observation 0aa02464-c6fb-408b-9cb4-382731f3dc7e · inbound

Online Preference Alignment for Language Models via Count-based Exploration cites this paper.

Online Preference Alignment for Language Models via Count-based Exploration SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T16:58:02.508364Z

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Observation 378b2aeb-276e-4b79-a9fd-fc4fb01b0e8e · inbound

CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation cites this paper.

CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T15:33:49.329189Z

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Observation 9972eedc-141b-4155-9a06-839c421d7be7 · inbound

Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game cites this paper.

Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T15:20:07.170523Z

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Observation 465f07ad-38d8-4371-99b1-cdbee1363ed9 · inbound

Controllable Protein Sequence Generation with LLM Preference Optimization cites this paper.

Controllable Protein Sequence Generation with LLM Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:51.828305Z

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Observation d7dacf60-509c-4f74-a326-58e84b29d054 · inbound

Clear Preferences Leave Traces: Reference Model-Guided Sampling for Preference Learning cites this paper.

Clear Preferences Leave Traces: Reference Model-Guided Sampling for Preference Learning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T14:39:22.645558Z

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Observation e2c1ff15-ee4f-41cd-ab9d-1f8ae7849bfa · inbound

R.I.P.: Better Models by Survival of the Fittest Prompts cites this paper.

R.I.P.: Better Models by Survival of the Fittest Prompts SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T23:02:23.364165Z

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Observation 458f3f4d-8e64-4e03-a712-f8cf3b0258cb · inbound

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning cites this paper.

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T22:20:13.758075Z

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Observation 27b6e860-e0be-41eb-967f-f367df79c73a · inbound

Reward-aware Preference Optimization: A Unified Mathematical Framework for Model Alignment cites this paper.

Reward-aware Preference Optimization: A Unified Mathematical Framework for Model Alignment SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T19:56:28.740814Z

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Observation 6904886a-658d-48c7-b0a1-f449ed55e4b3 · inbound

Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? cites this paper.

Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:28.152093Z

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Observation 3a31901d-1717-48a5-9922-8abf75f6bc12 · inbound

The Differences Between Direct Alignment Algorithms are a Blur cites this paper.

The Differences Between Direct Alignment Algorithms are a Blur SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-23T03:52:29.437601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5ff434a2-881c-4014-822f-0c9e403eee70 · inbound

Vulnerability Mitigation for Safety-Aligned Language Models via Debiasing cites this paper.

Vulnerability Mitigation for Safety-Aligned Language Models via Debiasing SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T13:14:34.070762Z

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Observation f691c706-5b33-4605-8d5a-35b8db6c267b · inbound

Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization cites this paper.

Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:14.348926Z

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Observation 6970cff7-c592-4727-9b48-150a65477d59 · inbound

Reveal the Mystery of DPO: The Connection between DPO and RL Algorithms cites this paper.

Reveal the Mystery of DPO: The Connection between DPO and RL Algorithms SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T06:04:01.620696Z

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Observation e389116f-3b2e-4729-a77e-c34c32e31f75 · inbound

On Fairness of Unified Multimodal Large Language Model for Image Generation cites this paper.

On Fairness of Unified Multimodal Large Language Model for Image Generation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T04:52:40.587630Z

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Observation bde4c4a1-91de-42ed-ac10-3695cbf60e06 · inbound

LLM Alignment as Retriever Optimization: An Information Retrieval Perspective cites this paper.

LLM Alignment as Retriever Optimization: An Information Retrieval Perspective SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T04:08:51.741471Z

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Observation afa58b2c-fcc2-4aad-b839-c1d5bb82114a · inbound

ScoreFlow: Mastering LLM Agent Workflows via Score-based Preference Optimization cites this paper.

ScoreFlow: Mastering LLM Agent Workflows via Score-based Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T22:57:12.721732Z

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Observation b3f3a684-9bf5-43ce-957c-1282e2e0a2ad · inbound

DreamDPO: Aligning Text-to-3D Generation with Human Preferences via Direct Preference Optimization cites this paper.

DreamDPO: Aligning Text-to-3D Generation with Human Preferences via Direct Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-09T06:04:10.837435Z

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Observation 62278bdc-0074-46f9-b013-fb0fbe958c65 · inbound

PerPO: Perceptual Preference Optimization via Discriminative Rewarding cites this paper.

PerPO: Perceptual Preference Optimization via Discriminative Rewarding SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T06:01:13.315930Z

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Observation 092edd43-0811-4cc9-81c1-8e01fbf5081a · inbound

Verifiable Format Control for Large Language Model Generations cites this paper.

Verifiable Format Control for Large Language Model Generations SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T22:36:35.280241Z

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Observation dad8a705-5d0e-4ce1-bad6-2c9cfea9a834 · inbound

Preference Optimization via Contrastive Divergence: Your Reward Model is Secretly an NLL Estimator cites this paper.

Preference Optimization via Contrastive Divergence: Your Reward Model is Secretly an NLL Estimator SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T22:27:11.484390Z

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Observation 01f88fa3-c77b-44a4-9d1a-f45e326b74e3 · inbound

PIPA: Preference Alignment as Prior-Informed Statistical Estimation cites this paper.

PIPA: Preference Alignment as Prior-Informed Statistical Estimation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T18:10:53.406513Z

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Observation caabea31-3e40-41bf-b61e-2ab71ce38f96 · inbound

Design Considerations in Offline Preference-based RL cites this paper.

Design Considerations in Offline Preference-based RL SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-08T19:40:42.014455Z

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Observation 5aa3f7ec-4432-493e-98b6-60b849829c99 · inbound

DPO-Shift: Shifting the Distribution of Direct Preference Optimization cites this paper.

DPO-Shift: Shifting the Distribution of Direct Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T12:17:45.928601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 153236cf-b82e-4d69-88b7-d80305e92d13 · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 231

Resolution: unresolved; no resolver link, observed 2026-08-16T12:02:43.525929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7316f5ab-76ef-45b4-a826-b3a597abcc83 · inbound

A Framework for Benchmarking and Aligning Task-Planning Safety in LLM-Based Embodied Agents cites this paper.

A Framework for Benchmarking and Aligning Task-Planning Safety in LLM-Based Embodied Agents SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:47:11.196787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 125a8a78-1c1b-4aac-af6b-4f56387f5b13 · inbound

AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization cites this paper.

AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:27:36.859960Z

Source-reported events for the cited work

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Observation a3ab10ac-f381-42a0-9f3a-b2659842781f · inbound

Parameter-Efficient Checkpoint Merging via Metrics-Weighted Averaging cites this paper.

Parameter-Efficient Checkpoint Merging via Metrics-Weighted Averaging SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:33.628621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6f4e601-c873-47e2-aba7-6faa4dfdabbf · inbound

Group Relative Knowledge Distillation: Learning from Teacher's Relational Inductive Bias cites this paper.

Group Relative Knowledge Distillation: Learning from Teacher's Relational Inductive Bias SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:08.009827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde7a4df-48c9-47f2-b78e-fd2143ecb272 · inbound

Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes cites this paper.

Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T23:22:47.084128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e416e5e9-a6b0-4958-b35c-d82664df16a0 · inbound

Policy-labeled Preference Learning: Is Preference Enough for RLHF? cites this paper.

Policy-labeled Preference Learning: Is Preference Enough for RLHF? SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T23:58:38.584826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd1d3041-7ae2-49bc-8346-b91dad26bed4 · inbound

InfoPO: On Mutual Information Maximization for Large Language Model Alignment cites this paper.

InfoPO: On Mutual Information Maximization for Large Language Model Alignment SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T22:01:30.027666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d20fae7-511d-4bec-9a89-981bd0db9232 · inbound

Preference Optimization for Combinatorial Optimization Problems cites this paper.

Preference Optimization for Combinatorial Optimization Problems SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T21:55:41.000172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee8ee31d-38fc-4f4e-a2a0-dde7bd755e87 · inbound

ShiQ: Bringing back Bellman to LLMs cites this paper.

ShiQ: Bringing back Bellman to LLMs SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T21:10:57.547830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6756cf52-6e94-4b84-9ade-83efaeb08cc7 · inbound

MPO: Multilingual Safety Alignment via Reward Gap Optimization cites this paper.

MPO: Multilingual Safety Alignment via Reward Gap Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:29.123942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3a32fe-32a4-497d-8e53-5d3eeef18190 · inbound

Extended Inductive Reasoning for Personalized Preference Inference from Behavioral Signals cites this paper.

Extended Inductive Reasoning for Personalized Preference Inference from Behavioral Signals SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:51.729438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6748e5cc-8e5e-46e6-8f2f-fd9d81909661 · inbound

Risk-aware Direct Preference Optimization under Nested Risk Measure cites this paper.

Risk-aware Direct Preference Optimization under Nested Risk Measure SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:19.460292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83135dab-87ed-40d9-ab41-8082ed5c4dbc · inbound

Improved Representation Steering for Language Models cites this paper.

Improved Representation Steering for Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:51:30.846708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 351d1a80-924b-4edd-b9c1-fef3035bda62 · inbound

LPOI: Listwise Preference Optimization for Vision Language Models cites this paper.

LPOI: Listwise Preference Optimization for Vision Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:45:55.878822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 506e6805-bec1-42ef-8741-9021d8de2142 · inbound

MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning cites this paper.

MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T12:19:30.952675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd5bdc4-8a04-4b06-b302-602038d8cdcf · inbound

K-order Ranking Preference Optimization for Large Language Models cites this paper.

K-order Ranking Preference Optimization for Large Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:12:59.152851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f96841a-92ea-459f-9b7d-fa100a4db63b · inbound

Multi-objective Aligned Bidword Generation Model for E-commerce Search Advertising cites this paper.

Multi-objective Aligned Bidword Generation Model for E-commerce Search Advertising SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:57:42.311077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1b6d9c6-e1fe-4a0a-a63f-f42a2a325baa · inbound

Aligning Large Language Models with Implicit Preferences from User-Generated Content cites this paper.

Aligning Large Language Models with Implicit Preferences from User-Generated Content SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T10:50:52.094128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e9011be-a790-4f63-91ec-4a4a6320fcfe · inbound

LeanPO: Lean Preference Optimization for Likelihood Alignment in Video-LLMs cites this paper.

LeanPO: Lean Preference Optimization for Likelihood Alignment in Video-LLMs SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T10:28:48.465974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eaad74c-b477-4f61-ad2d-2514ce7af7ab · inbound

Explicit Preference Optimization: No Need for an Implicit Reward Model cites this paper.

Explicit Preference Optimization: No Need for an Implicit Reward Model SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:17.949816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17e0d335-3124-4d7f-94a1-32fe35b845e5 · inbound

A Survey on Large Language Models for Mathematical Reasoning cites this paper.

A Survey on Large Language Models for Mathematical Reasoning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T05:14:47.373279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ebd32b-b888-4368-9177-dd1c1602f3a5 · inbound

Improved Supervised Fine-Tuning for Large Language Models to Mitigate Catastrophic Forgetting cites this paper.

Improved Supervised Fine-Tuning for Large Language Models to Mitigate Catastrophic Forgetting SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:56.039373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5119672-470d-427a-b83d-82a4addb89ff · inbound

Data Diversification Methods In Alignment Enhance Math Performance In LLMs cites this paper.

Data Diversification Methods In Alignment Enhance Math Performance In LLMs SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:27.665291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c2eb424-7789-4bbc-bfe9-5ac4c44c0405 · inbound

CTR-Guided Generative Query Suggestion in Conversational Search cites this paper.

CTR-Guided Generative Query Suggestion in Conversational Search SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:00:54.261257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fd08862-22af-4123-86d5-2c1132d1fd50 · inbound

Not All Preferences are What You Need for Post-Training: Selective Alignment Strategy for Preference Optimization cites this paper.

Not All Preferences are What You Need for Post-Training: Selective Alignment Strategy for Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:38:10.166687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c272cd5d-6371-4d41-b9ee-39ecfea18ff8 · inbound

A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities cites this paper.

A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T18:24:50.818055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42a7accf-0fdd-4f7d-904e-d23cf86670f1 · inbound

Bridging Brains and Machines: A Unified Frontier in Neuroscience, Artificial Intelligence, and Neuromorphic Systems cites this paper.

Bridging Brains and Machines: A Unified Frontier in Neuroscience, Artificial Intelligence, and Neuromorphic Systems SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 148

Resolution: verified exact; arxiv_id, observed 2026-05-19T04:42:04.881585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 155970b4-1ee4-40bf-8aac-aaf1bc4814e9 · inbound

Unlearning of Knowledge Graph Embedding via Preference Optimization cites this paper.

Unlearning of Knowledge Graph Embedding via Preference Optimization SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:46:03.154242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0b3af2a-d5aa-4a63-8a1e-37716d4fdfa1 · inbound

SDD: Self-Degraded Defense against Malicious Fine-tuning cites this paper.

SDD: Self-Degraded Defense against Malicious Fine-tuning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T17:55:13.881021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e249eb3-adc2-4642-ab29-e7e659477e76 · inbound

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap cites this paper.

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-21T23:50:47.560183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 423725fe-c6b9-420e-8742-329ebdf318c6 · inbound

FormaRL: Enhancing Autoformalization with no Labeled Data cites this paper.

FormaRL: Enhancing Autoformalization with no Labeled Data SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T16:11:23.181357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08de6af2-252b-4bd2-ac16-6ea088802325 · inbound

HEAL: A Hypothesis-Based Preference-Aware Analysis Framework cites this paper.

HEAL: A Hypothesis-Based Preference-Aware Analysis Framework SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T15:25:35.355296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e92be31-7c7f-4e0c-8035-366addc3ef44 · inbound

Improving Large Vision and Language Models by Learning from a Panel of Peers cites this paper.

Improving Large Vision and Language Models by Learning from a Panel of Peers SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T12:27:27.432883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 844276d1-41a8-416a-9280-a9e2de82f034 · inbound

Icon$^{2}$: Aligning Large Language Models Using Self-Synthetic Preference Data via Inherent Regulation cites this paper.

Icon$^{2}$: Aligning Large Language Models Using Self-Synthetic Preference Data via Inherent Regulation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:28.197031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47391bd2-a653-478f-81d3-1b46faa0368a · inbound

Adaptive Preference Optimization with Uncertainty-aware Utility Anchor cites this paper.

Adaptive Preference Optimization with Uncertainty-aware Utility Anchor SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T11:11:56.685115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06e79e23-3c1a-47d9-94e9-dc33394d7499 · inbound

Failure Modes of Maximum Entropy RLHF cites this paper.

Failure Modes of Maximum Entropy RLHF SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:02:39.905080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 79534ca0-fd56-4a18-bcc4-64041dc21158 · inbound

Overcoming State Inertia: Minimally Invasive Temporal Alignment for Evolving Contexts cites this paper.

Overcoming State Inertia: Minimally Invasive Temporal Alignment for Evolving Contexts SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T18:50:00.510534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 009329e7-8c10-4483-aa89-bd2d50c491fa · inbound

A Survey on Evaluating Quality and Trustworthiness in LLM-Generated Data cites this paper.

A Survey on Evaluating Quality and Trustworthiness in LLM-Generated Data SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 150

Resolution: unresolved; no resolver link, observed 2026-08-03T08:15:25.513667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb1bff44-c5c2-4ff6-9103-d2dacdc9e0a6 · inbound

DDO-RM: Distribution-Level Policy Improvement after Reward Learning cites this paper.

DDO-RM: Distribution-Level Policy Improvement after Reward Learning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:16:03.613104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 77c539dc-b714-4a85-8f06-965ef7ee6cbf · inbound

Representation-Guided Parameter-Efficient LLM Unlearning cites this paper.

Representation-Guided Parameter-Efficient LLM Unlearning SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T06:06:19.274742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 250db052-d982-4bac-9648-c592bb09cc85 · inbound

Bayesian Rate Inference for Sequence Motif Dynamics in Systems of Reactive Nucleic Acids cites this paper.

Bayesian Rate Inference for Sequence Motif Dynamics in Systems of Reactive Nucleic Acids SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:45:34.414498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d709202f-d817-4d29-a000-a1ef074ccb9f · inbound

Backtranslation Augmented Direct Preference Optimization for Neural Machine Translation cites this paper.

Backtranslation Augmented Direct Preference Optimization for Neural Machine Translation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:41:16.638859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 69cfce6b-6145-4de9-b2d8-65af09009508 · inbound

Backtranslation Augmented Direct Preference Optimization for Neural Machine Translation cites this paper.

Backtranslation Augmented Direct Preference Optimization for Neural Machine Translation SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T05:23:57.330115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers