Pith. sign in

Paper Citation Record · LEDGER

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

As of 20 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 5 inbound Pith citation observations for arXiv:2503.05703.

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

pith.paper-citation-record.v1
2503.05703 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T15:14:54.231723Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:51:05.491058Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T10:58:14.558812Z

Reference resolution

25 of 25 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0e7ca234-2890-480d-bdc7-4e999431cd7d · outbound

This paper cites write newline.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.139227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.139227Z digest=sha256:5fa5827e88aeca55ae669c046afe0546e682850c4fb2eec3fc83155c2aa0687f

Observation 9fc8d508-fe7e-40a1-b2b7-1035f2110e01 · outbound

This paper cites To Code, or Not To Code? Exploring Impact of Code in Pre-training.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces To Code, or Not To Code? Exploring Impact of Code in Pre-training

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.143811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.143811Z digest=sha256:ff760c7a0d8fcf6bd100b1217a8f80a154ecad1e91ac838d0ff8adf4193d0965

Observation b65287cd-50c3-40d1-b342-a4adb2ed81f4 · outbound

This paper cites Program Synthesis with Large Language Models.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Program Synthesis with Large Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.152138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.152138Z digest=sha256:3cc71c8106e4ef2b07ebeddbe8eedb69973e31fd79f3b27e03e63fe14cbc0f62

Observation 5a77fec1-d92f-4aa1-8303-33d514706bb3 · outbound

This paper cites Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-08T15:14:54.571884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-08T15:14:54.156393Z digest=sha256:d3fdf470089fb9bada2c0d104dfd09e0a515eb10a5a400b8c1bb5dabdacf7a80

Observation bdcbe37a-d0c0-4862-bf58-dfda48fca6c5 · outbound

This paper cites Static Prediction of Runtime Errors by Learning to Execute Programs with External Resource Descriptions.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Static Prediction of Runtime Errors by Learning to Execute Programs with External Resource Descriptions

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.160942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.160942Z digest=sha256:9342ddb8d4e70860b82f39188b62e839d0d2a819df7b563fdb11c3ca5e2f9767

Observation 0a56b7b8-aa62-4d82-9d59-7ac52971b1f8 · outbound

This paper cites Language models are few-shot learners.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Language models are few-shot learners

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.164642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.164642Z digest=sha256:da4a1284a9f797d6858739ea7cf03120d04c56cc46e67cc68d8f26e898e69063

Observation dc4ae3c1-5cbd-478b-b18a-646ce880c03f · outbound

This paper cites an unresolved cited work.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.168740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.168740Z digest=sha256:0e0160b6cf7138ac257eadeda4ad89fec5c0f856bb7833f58ef782182d451c60

Observation e95b994e-88a4-44ee-98d6-61a674eae814 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Training Verifiers to Solve Math Word Problems

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.171928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.171928Z digest=sha256:4f280be10ba2f8542b35ec5e07ad2edac1ef4c1a4bcf5922fb781becf9ca1d9b

Observation c2879b50-fe09-4e6a-991a-bb96cbbd57de · outbound

This paper cites A note on two problems in connexion with graphs.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces A note on two problems in connexion with graphs

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T15:14:54.607022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-08T15:14:54.175712Z digest=sha256:a742470f5ccfda03a17a9543b3c98deb98e7373edd86e6c3ac386057f7a6137a

Observation 30c1f437-7657-42c4-97cb-422a91426da7 · outbound

This paper cites SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.179144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.179144Z digest=sha256:55dd8b03a2dd667aeda700a2f93b80047c59d729e9fbea7387fcbddc3fff6cdd

Observation dc6caa27-f836-463c-afaf-bab8fa85f6c5 · outbound

This paper cites Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.182739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.182739Z digest=sha256:a3188aa16c8aadcc95acc1467225729c6e9f7390f9e336e544f9174a58a8a00e

Observation fe87d5a6-9806-4aca-ab77-bac645bc2cff · outbound

This paper cites The Llama 3 Herd of Models.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.185944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.185944Z digest=sha256:90cc78028c8101d06b2075f6fb0b1ae076b26af89b41af5eee0986e2205b5f30

Observation a991b4b4-4b4a-475e-bf60-0a498b2a2c28 · outbound

This paper cites Differentiable Programs with Neural Libraries.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Differentiable Programs with Neural Libraries

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T15:14:54.518030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-08T15:14:54.190230Z digest=sha256:17ae86092e0f637e3218623e6d71c535a28035530490cab9c4f127d8f93b2ff6

Observation 404dd99f-12dc-46b2-bc31-ea15c2f6cafe · outbound

This paper cites RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.193857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.193857Z digest=sha256:9880604737c98f1666f5cd7776128e65e16db0ff9934c74013d0b9dae9fc0aa7

Observation 395716c3-8bc5-4c70-a3ee-7739c32865f4 · outbound

This paper cites Neural Turing Machines.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Neural Turing Machines

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.197188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.197188Z digest=sha256:37d8bd75fd462a589dc2ad63becae4ea0c817f420625db536140ae92bab502b9

Observation 5de2ce5c-2112-48d0-b369-824d251c63ce · outbound

This paper cites CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.200707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.200707Z digest=sha256:a31d8386b8858835a1fce6c74c7a9272b1b2220f60e27d671476a517fede191c

Observation 0b82dca7-15ed-4cde-af6b-6e096a68c903 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces StarCoder 2 and The Stack v2: The Next Generation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.203925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.203925Z digest=sha256:97fe697ad3957e98f936875c0161f45b57190a7b6caadde450731a36652b972d

Observation 0306d34a-b0c3-4930-b1ed-93fa9187ac2f · outbound

This paper cites NExT: Teaching Large Language Models to Reason about Code Execution.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces NExT: Teaching Large Language Models to Reason about Code Execution

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.207215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.207215Z digest=sha256:bf69cf7a3256e59d505d8053b34de3d2676a0779a4c72be1f3ca58e5fe82c516

Observation 2b4be4e6-dcf0-47ee-8034-a24366039777 · outbound

This paper cites Show Your Work: Scratchpads for Intermediate Computation with Language Models.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Show Your Work: Scratchpads for Intermediate Computation with Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.210803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.210803Z digest=sha256:e9df3ebe64508ef9b511985dfa248e28a8e6a5528295251ec0842d6d67f35fe2

Observation 173cffdf-3cf1-4c5a-af97-77d7b9ddee7d · outbound

This paper cites GPT-4 Technical Report.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces GPT-4 Technical Report

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.214365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.214365Z digest=sha256:7e6d4adda2243ecad8e1ddccf1083eb667b4e1712b3f8a6aaff81ab4b6ac4bcd

Observation 3dc5d92d-0aa6-44b4-956d-43f25cbd2128 · outbound

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

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Code Llama: Open Foundation Models for Code

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.217921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.217921Z digest=sha256:f4e2db8ea2f90062cc6e8e10fce6690b982b31bb02839d4527904033bc165ab1

Observation 0881eb4c-f2d6-490e-9ae7-d98c0b56d0ca · outbound

This paper cites Learning to Execute.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Learning to Execute

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.221435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.221435Z digest=sha256:93f005a68539a23b88fe3cd413ae41fb55e5be5ce20dde003aa752bbe200457c

Observation 02b51c28-fe9e-4169-9fc6-77c78ffeb91d · outbound

This paper cites @esa (Ref.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces @esa (Ref

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.224700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.224700Z digest=sha256:e2aa1c06b1d33f38e7ea1e7559999895453a0cf379e5183828a9889e7ce71a9c

Observation 80e167dd-9aae-40b5-953b-81ba082b6cc2 · outbound

This paper cites an unresolved cited work.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.228556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.228556Z digest=sha256:12d9506003de9d6d39625c1c34173ac32919f86f5def1a8ba421c6e71f2bbe9c

Observation 1a08814b-9a09-422c-a3a4-18e3cae9f824 · outbound

This paper cites >zKxW7 yCJSN yk6N !t.

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces >zKxW7 yCJSN yk6N !t

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-08T15:14:54.231723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:14:54.231723Z digest=sha256:08533b6c24e3437b23182388de79aa3c8e178107d2d8dbc15e5f6237ffbce4c5

Pith citing papers

Observation a2fbe18a-d0c0-4df5-8992-b7fc3e8dca77 · inbound

Can Large Language Models Reason About Complex Execution Paths? An Empirical Study on Python cites this paper.

Can Large Language Models Reason About Complex Execution Paths? An Empirical Study on Python What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T20:51:05.491058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T20:51:05.491058Z digest=sha256:d0d2f158a2b3e91b65299e3bd5a4803ee4a54d62cd02b58cef45b54c94a5692b

Observation c4e86127-7ca3-4870-af6d-80e4b09e18f3 · inbound

Generating Verifiable Chain of Thoughts from Exection-Traces cites this paper.

Generating Verifiable Chain of Thoughts from Exection-Traces What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:19:04.865548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-17T05:17:10.692544Z digest=sha256:70a034a13841a45cfc06e1eeb2454cc079f29066bf0881c5e28e70d7ee92a233

Observation 0463fa6f-ba86-4edd-a9d0-56e9ffdf6e11 · inbound

Teaching LLMs Program Semantics via Symbolic Execution Traces cites this paper.

Teaching LLMs Program Semantics via Symbolic Execution Traces What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T20:26:14.000349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-08T08:56:25.022619Z digest=sha256:bf49d699f45aae386d16b789dc97180779f12889fa989669982adafe58bb6019

Observation 7fb5fcd8-e0e4-4af4-9697-72fef103eb5b · inbound

Code as Agent Harness cites this paper.

Code as Agent Harness What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

Reference 96

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:58:14.560624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T10:54:54.558241Z digest=sha256:8aca232718f0af045f949884aac9ab91e2d0ea41284d8147ce901fc04db0b152

Observation 53f64989-6a8f-45fb-8bfd-c79695ab0bbf · inbound

Execution-First Synthetic Tool-Use Trace Generation for LLM Agents cites this paper.

Execution-First Synthetic Tool-Use Trace Generation for LLM Agents What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T12:17:53.633760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:17:53.633760Z digest=sha256:d70c2c86a5d79a3cdd04a6ef4e0fd74b075f97d657eb7ea95da36bb84861d92e