Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:15:27.811027Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2608.08266.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:15:27.811027Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
58 of 58 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6e93653f-e357-4836-9f0d-3e8cb519fa4c · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness In- tellicode compose: code generation using transformer,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 877a3a7d-f6f4-4373-9075-e6d02936af85 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Evaluating Large Language Models Trained on Code
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17d18d29-37c6-4de7-a433-60a30775feb4 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness SWE-bench: Can language models resolve real-world GitHub issues?
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4a874b0f-f250-4d20-8977-143a61dee2ab · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Grounded copi- lot: How programmers interact with code-generating models,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 06bddc3f-c8b3-4d2f-a2bd-bc7376315fdf · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Security weaknesses of copilot-generated code in GitHub projects: An empirical study,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 951b6ab5-a4a3-43f2-aba8-f5472d1c9c20 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Towards understanding the characteristics of code generation errors made by large language models,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3577482a-3108-49f5-9e20-97a6e1c724f1 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness The counterfeit conundrum: Can code lan- guage models grasp the nuances of their incorrect generations?
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 04ac78fc-cb0a-42f1-bf13-fc8f9ecebb41 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Theoracleprobleminsoftwaretesting:Asurvey,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2e8662ee-86b1-44b1-b7c6-078b1641ed17 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Justaskforcalibration:Strategies for eliciting calibrated confidence scores from language models fine-tuned with human feedback,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ec70991c-df18-41cc-86e9-ae935561f171 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Calibration and correctness of language models for code,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e2f7a0e6-0154-4df4-bacf-c6fb1540aa19 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness On LLMs’ internal representation of code correctness,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 10eeb383-e3d8-46ac-bf3b-12988748ab97 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness The internal state of an LLM knows when it’s lying,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fbbc40d2-f6c0-426e-8212-1fc1624ccc49 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bbba6f8-3c22-4e6c-8a1a-5eef5803e0fb · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Discovering latent knowledge in language models without supervision,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cf3d792a-fb7c-4c8a-bd53-e2aae564c61e · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Representation Engineering: A Top-Down Approach to AI Transparency
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a80088c-9d98-417a-8a8c-48449a052a0a · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness A unified understanding and evaluation of steering methods,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 105803a4-9f5d-43df-80e7-d6e281737d44 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9025859a-db23-4db2-b2f3-eafc183a55a7 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Program Synthesis with Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e907841-bae2-4bc3-a7e2-4ea34aacff98 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Is your code generated by ChatGPT really correct? rigorous evaluation of large language models for code generation,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 233147c0-30ef-416d-a4ed-8c18fcbb2844 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Attention is all you need,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca461b9f-42b8-47a6-9f2b-f94c33d1eeb1 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Inference-time intervention: Eliciting truthful answers from a language model,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3f69ca45-5c69-40c2-9c7b-aaee36175acc · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Principal component analysis,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 43971965-fdbb-4614-9411-a674dbb661da · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Language Models (Mostly) Know What They Know
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55d5e476-13b2-402e-8cf5-c843dae8592e · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Sifting through the chaff: On utilizing execution feed- back for ranking the generated code candidates,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 20abe70c-221c-4dbd-9983-ea0e058b2921 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness astroid: A common base representation of python source code,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2f981508-16eb-4fd7-8584-a88651a0981b · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Are mutants a valid substitute for real faults in software testing?
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f528ce79-a430-4fb0-ac23-0ad4d0db8031 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Qwen2.5-Coder Technical Report
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 984e61b7-771f-46f0-bc32-0b30099aa377 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Model-agnostic quality assessment for LLM-generated code via dynamic internal representation selection,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3a0aa7bc-35bf-49a6-9bdc-9a6ab97dd86a · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Probing classifiers: Promises, shortcomings, and advances,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1b5ee281-1079-4a65-9025-3e0d51655520 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Designing and interpreting probes with control tasks,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 866dd0fd-62fe-44eb-9d9d-72a05f3bdee6 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Probingtheprobing paradigm: Does probing accuracy entail task relevance?
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 956918f9-deee-45ce-9b85-6fce21efb410 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Amnesic probing: Behavioral explanation with amnesic counterfactuals,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a3fc7e49-cf0b-4259-9e35-fa3a61a3e823 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Probing classifiers are unreliable for concept removal and detection,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 49a90a7e-46d7-432e-ae7a-57799b7e2ee0 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Semantic bug seeding: A learning- based approach for creating realistic bugs,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c2a10e7b-199b-453c-844e-3db071438fb9 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Learningrealisticmutations:Bug creation for neural bug detectors,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e1cf6848-5e56-42e2-8d63-b78a11d1df34 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness On distribution shift in learning-based bug detectors,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f4d00e17-e670-4c54-b3c7-4069bbd6b41d · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Large language models of code fail at completing code with potential bugs,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c170a50a-94a1-4359-8d7d-2097cd0429b2 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness On the universal truthfulness hyperplane inside LLMs,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 27d87201-f698-42ec-b0e1-b566be2bdec8 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Probing the geometry of truth: Consistency and generalization of truth directions in LLMs across logical transformations and question answering tasks,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7e286f9b-bd6c-4a1e-b83c-affe119ff2b7 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness The truth- fulness spectrum hypothesis,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02e1ab20-b429-4726-9e1d-2b8936af9daa · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Correctness assessment of code generated by large language models using internal representations,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 04b114ee-6da1-4788-8b3f-b491e1c509b9 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness LLMs Encode Their Failures: Predicting Success from Pre-Generation Activations
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa053f60-75e7-4c9b-bf44-6b01ead5317f · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Risk assess- ment framework for code LLMs via leveraging internal states,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e87dedce-ebf2-449e-947e-1bf07837bfb8 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Localized calibrated uncertainty in code language models,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20a283e3-e804-485b-b22f-0e0d1d3b3185 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Mechanistic interpretability of code correctness in llms via sparse autoencoders,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78d22ae2-ec23-4f3c-b2d8-e9ad0c32b590 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Code- Circuit: Toward inferring LLM-generated code correctness via attribution graphs,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ca37055-02f3-42b8-8c18-d758295ca45e · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Emergentrepresentationsofprogramse- manticsinlanguagemodelstrainedonprograms,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6595ae70-6712-4d79-9955-54747d398513 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Large language models for code: Security hardening and adversarial testing,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4787b928-da74-40c0-8b65-ba750ea9d413 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness A Mixture of Linear Corrections Generates Secure Code
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 91bdffa1-6118-4ea0-be7b-7aab2a813383 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Steering large language models for vulnerability detection,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation edf809b3-65eb-45f6-8e16-3ebf8a04af48 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Are Sparse Autoencoders Useful for Java Function Bug Detection?
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 344778ce-3ac8-441f-9c03-a599cab63584 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 313d14a4-4f59-4cc0-ae99-8c5a7c4ceba2 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness No answer needed: Predicting llm answer accuracy from question-only linear probes,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f40d70a3-dee2-49ce-982f-779c15591e09 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness The Confidence Manifold: Geometric Structure of Correctness Representations in Language Models
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e204c350-10ab-4e78-952a-f3bdaafc945f · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness ReCode: Robustness evaluation of code generation models,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4fca3363-7114-4e61-9223-9b1fec745fc3 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Semantic robustness of models of source code,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 685770ba-b533-4edc-8bc9-14f6fac4d64e · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness Contrastive code representation learning,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3768ae7c-8ebf-4c5a-bc02-f04928fba6f4 · outbound
On the Robustness of LLMs' Internal Representation of Code Correctness An automated methodol- ogy for generating labeled datasets of semantic errors in code,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.