Paper Citation Record · LEDGER

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation

As of 12 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 4 inbound Pith citation observations for arXiv:2412.05829.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.05829 v2

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:24:33.896873Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:34:06.749325Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-22T21:12:08.388003Z

Reference resolution

67 of 67 outbound references displayed

verified exact0
verified fuzzy56
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8bcafb1b-3106-4403-a26c-0009142d10b2 · outbound

This paper cites Expectation vs.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Expectation vs

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.750282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 753270d1-06a6-49ac-8013-64fc8d519d7e · outbound

This paper cites Ice-score: Instructing large language models to evaluate code.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Ice-score: Instructing large language models to evaluate code

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.739196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation deb53a3d-f72a-4a3d-8b6d-8657c49730a9 · outbound

This paper cites Chain-of-thought prompt- ing elicits reasoning in large language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Chain-of-thought prompt- ing elicits reasoning in large language models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.728382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fcd05ec6-2c40-4011-82d2-ef017ec8d37e · outbound

This paper cites Self-consistency im- proves chain of thought reasoning in language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Self-consistency im- proves chain of thought reasoning in language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.717755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 19e69d5e-9324-4758-b230-4f4262ab5ecc · outbound

This paper cites Least-to-most prompting enables complex reasoning in large language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Least-to-most prompting enables complex reasoning in large language models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.706248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ab371c70-184a-46ac-a179-78f484e650e8 · outbound

This paper cites Challenges and applications of large lan- guage models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Challenges and applications of large lan- guage models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.695065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f901017e-c948-450c-abc2-e7870b5f84ad · outbound

This paper cites A comprehensive survey of chatgpt: advancements, applications, prospects, and challenges.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation A comprehensive survey of chatgpt: advancements, applications, prospects, and challenges

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.683335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fb6da58d-d5ab-4c22-82e5-ddef5c7c1774 · outbound

This paper cites Chain-of-thought in neural code generation: From and for lightweight language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Chain-of-thought in neural code generation: From and for lightweight language models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.672596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c3993ab3-6e00-460a-93a3-32645dd0bbb0 · outbound

This paper cites Deepseek-coder: When the large language model meets programming-the rise of code intelligence.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Deepseek-coder: When the large language model meets programming-the rise of code intelligence

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.662078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 006e114f-0db7-4b93-8b07-c06833563113 · outbound

This paper cites Qwen2.5-Coder Technical Report.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Qwen2.5-Coder Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.663244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cf256ef-cf8f-4e4b-806b-4c9809f68113 · outbound

This paper cites Towards robust and minimal backdoor attacks.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Towards robust and minimal backdoor attacks

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.650580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3e2e1f5f-2235-4f3a-9c94-122540ed4013 · outbound

This paper cites A backdoor attack against lstm- based text classification systems.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation A backdoor attack against lstm- based text classification systems

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.639696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 09c0e014-4ccb-4753-b6b0-ba33e2f3e6d9 · outbound

This paper cites Badnl: Backdoor attacks against nlp models with semantic-preserving improvements.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Badnl: Backdoor attacks against nlp models with semantic-preserving improvements

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.628519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 32ad4f2c-153e-40dd-89b8-ad363e37c901 · outbound

This paper cites Can adversarial weight perturbations inject neural backdoors.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Can adversarial weight perturbations inject neural backdoors

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.616563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2923f8dc-80cf-4a40-94be-567253617131 · outbound

This paper cites Badchain: Backdoor chain-of- thought prompting for large language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Badchain: Backdoor chain-of- thought prompting for large language models

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.605579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f78e84d8-1427-4e29-875b-c8438a78ddaf · outbound

This paper cites Backdoors in neu- ral models of source code.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Backdoors in neu- ral models of source code

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.594205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c3200b6-3e3d-4dd0-bc0f-1cec6ecd5af1 · outbound

This paper cites Codebert: A pre-trained model for programming and natural lan- guages, 2020.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Codebert: A pre-trained model for programming and natural lan- guages, 2020

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.583061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cb79dab6-3935-42eb-8424-d4218104c8b2 · outbound

This paper cites Large language models are zero-shot reasoners.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Large language models are zero-shot reasoners

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.570809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 52b1ccb9-11b6-4385-84bd-a83e1b8363db · outbound

This paper cites Stealthy backdoor attack for code models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Stealthy backdoor attack for code models

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.559594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c4efeed1-c99d-4a89-8dd1-539b755c0906 · outbound

This paper cites Policycleanse: Backdoor detection and mitigation for competitive reinforcement learning.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Policycleanse: Backdoor detection and mitigation for competitive reinforcement learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.547992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8c6685da-d2bc-463f-93f0-bd2a33fb3680 · outbound

This paper cites Hidden backdoors in human-centric language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Hidden backdoors in human-centric language models

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.535650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation aa634829-8d85-421d-b89d-595a801556d9 · outbound

This paper cites A Language Agent for Autonomous Driving.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation A Language Agent for Autonomous Driving

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.708080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b874b922-56a2-4198-a01c-cd2082f2d82a · outbound

This paper cites Backdoor pre-trained models can transfer to all.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Backdoor pre-trained models can transfer to all

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.524698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d09b3dc6-bdc9-460d-b39d-4eb54325c82e · outbound

This paper cites BadGPT: Exploring Security Vulnerabilities of ChatGPT via Backdoor Attacks to InstructGPT.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation BadGPT: Exploring Security Vulnerabilities of ChatGPT via Backdoor Attacks to InstructGPT

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.716635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3f13e52-68a0-466d-8bd7-cf8fbc1d5d4d · outbound

This paper cites Security of Language Models for Code: A Systematic Literature Review.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Security of Language Models for Code: A Systematic Literature Review

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.721045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6419c4f5-aef2-46ad-a8fe-1b4b186a3593 · outbound

This paper cites Dece: Deceptive cross-entropy loss designed for defending backdoor attacks.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Dece: Deceptive cross-entropy loss designed for defending backdoor attacks

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.513735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ffad8420-d322-42fc-b833-79e3617060ae · outbound

This paper cites An analysis and survey of the de- velopment of mutation testing.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation An analysis and survey of the de- velopment of mutation testing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.502721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad062bda-eb25-46a9-a5f9-f698f1f9c004 · outbound

This paper cites Markdown, 2004.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Markdown, 2004

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.492130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9b33fc53-8b55-4c6a-abb8-96e850cc90b7 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Evaluating Large Language Models Trained on Code

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.738165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df93a05a-4d59-4b80-a3fd-a915460fddb2 · outbound

This paper cites AVATAR: A Parallel Corpus for Java-Python Program Translation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation AVATAR: A Parallel Corpus for Java-Python Program Translation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.742654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f161c7af-2f00-4d12-ac19-40f1ee2cc549 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Code Llama: Open Foundation Models for Code

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.747563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d49b4fc-16ea-4d0b-b2b9-e46d832ca6b1 · outbound

This paper cites Root mean square layer nor- malization.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Root mean square layer nor- malization

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.481357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation da81f742-857a-4791-9e6f-382fe2a03f3c · outbound

This paper cites Gqa: Training generalized multi- query transformer models from multi-head check- points.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Gqa: Training generalized multi- query transformer models from multi-head check- points

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.469953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f466c34e-e269-4e54-bf3f-54cd07a15765 · outbound

This paper cites Attention is all you need.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Attention is all you need

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.459199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0fb27e66-ae12-49c3-a934-ec06e843e659 · outbound

This paper cites BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.764971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf04efdc-ec02-4e4d-b07f-5c8c6754ddf2 · outbound

This paper cites Poisoning lan- guage models during instruction tuning.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Poisoning lan- guage models during instruction tuning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.448113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 30ea693a-a671-4e06-ba87-00a98c2dfa5c · outbound

This paper cites Blind backdoors in deep learning models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Blind backdoors in deep learning models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.435095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5eab1b92-b0e8-4a4e-90c3-d02401b39d36 · outbound

This paper cites Hidden killer: Invisible textual backdoor attacks with syntactic trigger.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Hidden killer: Invisible textual backdoor attacks with syntactic trigger

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.422738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d687e3a9-2ef9-4528-b902-ab47e43b2d4e · outbound

This paper cites Notable: Transferable backdoor attacks against prompt-based nlp models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Notable: Transferable backdoor attacks against prompt-based nlp models

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.409456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 60128815-7b5e-4c55-adcf-39838975546a · outbound

This paper cites Backdooring multimodal learning.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Backdooring multimodal learning

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.398088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e3b23534-c142-4512-a755-a1964b370027 · outbound

This paper cites Multi- target backdoor attacks for code pre-trained models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Multi- target backdoor attacks for code pre-trained models

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.387506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f5865500-a9a3-446f-9934-ff06296e396a · outbound

This paper cites Two-in-one: a model hijacking attack against text generation models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Two-in-one: a model hijacking attack against text generation models

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.376550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 57a5fd60-23f3-4202-bd59-09655e2e8636 · outbound

This paper cites Weight poisoning at- tacks on pretrained models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Weight poisoning at- tacks on pretrained models

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.366332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d674341f-7e90-4d90-9bc2-a3847c6924c7 · outbound

This paper cites Badpre: Task-agnostic backdoor attacks to pre-trained nlp foundation models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Badpre: Task-agnostic backdoor attacks to pre-trained nlp foundation models

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.355843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bcca27a0-9fed-429e-af0b-ccaee810e641 · outbound

This paper cites AceCoder: Utilizing Existing Code to Enhance Code Generation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation AceCoder: Utilizing Existing Code to Enhance Code Generation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.805606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd045bc2-8d3b-49d8-a454-1f40fe041d5c · outbound

This paper cites A syntax-guided multi-task learning approach for turducken-style code generation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation A syntax-guided multi-task learning approach for turducken-style code generation

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.343933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 03e8b33b-ce06-4b9c-9718-a95828ae04a3 · outbound

This paper cites Automatic testing and improvement of machine trans- lation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Automatic testing and improvement of machine trans- lation

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.332359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f7d580dd-eaa5-43e7-933b-ac68eb12ce03 · outbound

This paper cites As- sessing and improving syntactic adversarial robustness of pre-trained models for code translation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation As- sessing and improving syntactic adversarial robustness of pre-trained models for code translation

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.320403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d955846c-1e27-4f72-884b-17ece6cdb7fb · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Bleu: a method for automatic evaluation of machine translation

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.307162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4e44b4d5-3864-4bef-9ece-a8ce3c382fe9 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.291372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5824b3dc-312b-4b23-bd44-27323285573f · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Rouge: A package for automatic evaluation of summaries

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.276850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0e4c3597-aca5-4c8b-a860-972d8e87522e · outbound

This paper cites Codet5+: Open code large language models for code understanding and generation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Codet5+: Open code large language models for code understanding and generation

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.263717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 79ffe9fa-84d5-42a8-9f72-cf20f90bb688 · outbound

This paper cites Codet5: Identifier-aware unified pre-trained encoder-decoder models for code understanding and generation, 2021.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Codet5: Identifier-aware unified pre-trained encoder-decoder models for code understanding and generation, 2021

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.250802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4da8bbf8-b5fc-4c1e-8a31-3331cec7cfd8 · outbound

This paper cites Onion: A simple and e ffective defense against textual backdoor attacks.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Onion: A simple and e ffective defense against textual backdoor attacks

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.237744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 616f9946-1043-4b2a-8a9a-96e416638b8d · outbound

This paper cites Individual comparisons by ranking meth- ods.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Individual comparisons by ranking meth- ods

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.224965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3e94d1a4-0acd-41c3-be49-192ae2a9cacb · outbound

This paper cites Emergent abilities of large language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Emergent abilities of large language models

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.212086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1827b395-a2ed-4140-8c96-114d5af2af68 · outbound

This paper cites Rethinking with Retrieval: Faithful Large Language Model Inference.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Rethinking with Retrieval: Faithful Large Language Model Inference

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.855379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fb8d7dc-d6b2-48f5-90f7-2bc870382f34 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-11T20:24:33.859883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5025528-1bac-4c24-a435-b497007fb232 · outbound

This paper cites Selection- inference: Exploiting large language models for inter- pretable logical reasoning.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Selection- inference: Exploiting large language models for inter- pretable logical reasoning

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.199420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation acd2b61e-70a7-4d5b-bce5-dd180dfd2f93 · outbound

This paper cites Least-to-most prompting enables complex reasoning in large language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Least-to-most prompting enables complex reasoning in large language models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.186048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d3c5ffca-5204-4847-b160-e52f2d522ee2 · outbound

This paper cites Self-planning code generation with large language models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Self-planning code generation with large language models

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.173327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d920d2cc-9a1f-4872-bcd8-dad8f03f7688 · outbound

This paper cites Structured chain-of-thought prompting for code generation.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Structured chain-of-thought prompting for code generation

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.159975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6828ed0d-8aeb-4e2e-9ee9-caeddda5591a · outbound

This paper cites Large language models are reasoning teachers.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Large language models are reasoning teachers

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.144900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation aa10abc5-a27b-4b1a-9ee2-068190df3682 · outbound

This paper cites Symbolic chain-of-thought distillation: Small models can also “think” step-by-step.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Symbolic chain-of-thought distillation: Small models can also “think” step-by-step

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.131023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1bf877c1-b048-45b0-a67c-0e3bb442fb8d · outbound

This paper cites Red alarm for pre-trained models: Univer- sal vulnerability to neuron-level backdoor attacks.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Red alarm for pre-trained models: Univer- sal vulnerability to neuron-level backdoor attacks

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.117325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 81a53035-2fb5-446a-a3f4-46db745ef82f · outbound

This paper cites You see what i want you to see: poisoning vulnerabilities in neural code search.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation You see what i want you to see: poisoning vulnerabilities in neural code search

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.101762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 863df87d-7e6e-4b75-89d7-427d46feddb9 · outbound

This paper cites Poison attack and poison detection on deep source code pro- cessing models.

SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation Poison attack and poison detection on deep source code pro- cessing models

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:24:34.087806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 20c79ffd-7b5a-4680-bde9-a04ab8f53906 · inbound

ShadowCoT: Cognitive Hijacking for Stealthy Reasoning Backdoors in LLMs cites this paper.

ShadowCoT: Cognitive Hijacking for Stealthy Reasoning Backdoors in LLMs SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:12:08.390672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef47d936-eb7f-4211-9755-28f332c0e57a · inbound

GUARD:Dual-Agent based Backdoor Defense on Chain-of-Thought in Neural Code Generation cites this paper.

GUARD:Dual-Agent based Backdoor Defense on Chain-of-Thought in Neural Code Generation SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:34:06.749325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80232b3-2ac0-4e02-a940-f0bafb77fc04 · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation

Reference 163

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:07.059000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02f390c6-75a6-46e9-8970-30f36e79854d · inbound

R-CoT: A Reasoning-Layer Watermark via Redundant Chain-of-Thought in Large Language Models cites this paper.

R-CoT: A Reasoning-Layer Watermark via Redundant Chain-of-Thought in Large Language Models SABER: Model-agnostic Backdoor Attack on Chain-of-Thought in Neural Code Generation

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:01:16.640444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.