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Paper Citation Record · LEDGER

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code

As of 20 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2608.02499.

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

pith.paper-citation-record.v1
2608.02499 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:07:19.981554Z

measured 68 of 68 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

68 of 68 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved67
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6c52e5ed-9f45-4791-ba9e-7b849c1202ab · outbound

This paper cites Introducing Claude Fable 5.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Introducing Claude Fable 5

Reference 1

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source=pdf_text observed=2026-08-04T06:07:10.248713Z digest=sha256:2a15ca359725076592eb69ce5c1b47ba088b49f8c7a7e7d179fd5834ac9d7d22

Observation 3f89170b-51db-49d9-88e6-a1ab91fdf48b · outbound

This paper cites Introducing Claude Opus 4.8.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Introducing Claude Opus 4.8

Reference 2

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Observation adaf73df-630f-46ee-a7de-3413af95bf7e · outbound

This paper cites Program synthesis with large language models, 2021.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Program synthesis with large language models, 2021

Reference 3

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source=pdf_text observed=2026-08-04T06:07:10.574763Z digest=sha256:4cc3e295f057a5574a9bbe688084a37d67253d8a4313ded1b60ca5b4aab0457d

Observation 4fd25f99-8567-4113-9af6-3081671b4538 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-04T06:07:10.749054Z digest=sha256:693c2bde81daf36b2d84e0e58c2f7f6aaca7048a37d4b0a151ecc307bc1d6977

Observation 4b8fba65-07ca-46c7-aa88-34de531c5f67 · outbound

This paper cites SWE-chat: Coding agent interactions from real users in the wild, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SWE-chat: Coding agent interactions from real users in the wild, 2026

Reference 5

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source=pdf_text observed=2026-08-04T06:07:10.859826Z digest=sha256:b2f82060651a3993420579241f9588787da0e8c66796eddf51ca4fd6d1f3ef6d

Observation 578ec3cf-e8e9-41ac-a772-01f2b3d63929 · outbound

This paper cites Evaluating large language models trained on code, 2021.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Evaluating large language models trained on code, 2021

Reference 6

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source=pdf_text observed=2026-08-04T06:07:11.008832Z digest=sha256:8da26f8f64a7236cd83ff41ffeaf2c3df2cd316cb9ee78df5c23c06b62406d2a

Observation ad659fd4-a5aa-42d8-b342-aecee5390ee9 · outbound

This paper cites How can we assess human-agent interactions? Case studies in software agent design.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code How can we assess human-agent interactions? Case studies in software agent design

Reference 7

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source=pdf_text observed=2026-08-04T06:07:11.153704Z digest=sha256:6745f2ed846affba8708c5efa09b3d411c25244e8365593529a85e83ff5aa985

Observation 3a616fab-7870-42bb-8cbc-c1895c1429f4 · outbound

This paper cites EDIT-Bench:Evaluating LLM abilities to perform real-world instructed code edits, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code EDIT-Bench:Evaluating LLM abilities to perform real-world instructed code edits, 2025

Reference 8

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source=pdf_text observed=2026-08-04T06:07:11.369041Z digest=sha256:fbf66cc444abdca3264fce0b6772ee291f713ceb55c5ad174fc131f2e4e12b9e

Observation a594dbb8-5ea0-419d-8b70-727b176a0355 · outbound

This paper cites Jimenez, John Yang, Leyton Ho, Tejal Patwardhan, Kevin Liu, and Aleksander Madry.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Jimenez, John Yang, Leyton Ho, Tejal Patwardhan, Kevin Liu, and Aleksander Madry

Reference 9

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source=pdf_text observed=2026-08-04T06:07:11.536002Z digest=sha256:833750ecdd8a3858c5ecae67140722678867392bcb75a802f8f87549b26cc764

Observation ae3499d9-a9ca-4166-b7f9-688d2ea61f5e · outbound

This paper cites FrontierSWE.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code FrontierSWE

Reference 10

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source=pdf_text observed=2026-08-04T06:07:11.647921Z digest=sha256:29e929c25b58f6a6edc81e5ade74cf30f84f1257bcd2b512edbe68397923f079

Observation 4e3e93d7-6095-419f-a47b-dd6f14d7d195 · outbound

This paper cites DeepSeek V4 Preview release.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code DeepSeek V4 Preview release

Reference 11

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source=pdf_text observed=2026-08-04T06:07:11.758762Z digest=sha256:23f9ab88c1b3fcf8683239a156a14e56980dbdff6747979fa77fc477883e7b4a

Observation 5bd1e8f0-985d-420a-b28d-61f30face221 · outbound

This paper cites SWE-Bench Pro: Can AI agents solve long-horizon software engineering tasks?, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SWE-Bench Pro: Can AI agents solve long-horizon software engineering tasks?, 2025

Reference 12

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source=pdf_text observed=2026-08-04T06:07:11.875146Z digest=sha256:77238a4b51f8545c48d3cb2d2ff046070021cc94f1040472f467f9f00bcd4cd7

Observation 02edd666-fb5d-438f-9dab-1d0c19bd44e1 · outbound

This paper cites Swe-marathon: Can agents autonomously complete ultra-long-horizon software work?, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Swe-marathon: Can agents autonomously complete ultra-long-horizon software work?, 2026

Reference 13

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source=pdf_text observed=2026-08-04T06:07:12.080935Z digest=sha256:3c9ad3450e05e046d1c5c4a768dfc3182730114da92fc57fd5621cc1af60e516

Observation 3b358f91-d93d-4b31-9b79-b5ecbe03445d · outbound

This paper cites Ask or assume? uncertainty-aware clarification-seeking in coding agents, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Ask or assume? uncertainty-aware clarification-seeking in coding agents, 2026

Reference 14

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source=pdf_text observed=2026-08-04T06:07:12.343505Z digest=sha256:def4790444ad8d153ff12b8a53d9e185956d544c222ca6fbce3df1881d3f0f64

Observation 136f494b-6d85-46c1-9aff-7f414305ebef · outbound

This paper cites Coding agents don’t know when to act, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Coding agents don’t know when to act, 2026

Reference 15

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source=pdf_text observed=2026-08-04T06:07:12.539585Z digest=sha256:b249e62b5d1d559ce192b5248883fa9f9ba2d5d6e36d5588db88f5ff32e20ccf

Observation 82101c93-139a-4ce6-a1a0-500243b3cf43 · outbound

This paper cites SyncMind: Measuring agent out-of-sync recovery in collaborative software engineering.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SyncMind: Measuring agent out-of-sync recovery in collaborative software engineering

Reference 16

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source=pdf_text observed=2026-08-04T06:07:12.627179Z digest=sha256:27874c2957955bd9a8e1ecc43040825c46752dfd3ca7fba9c05e5d12a80d87c5

Observation b4023234-55f0-43fe-8ef3-6f4ab54c3419 · outbound

This paper cites Harbor: A framework for evaluating and optimizing agents and models in container environments.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Harbor: A framework for evaluating and optimizing agents and models in container environments

Reference 17

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source=pdf_text observed=2026-08-04T06:07:12.673142Z digest=sha256:6ef2e1e8e5eeb476e0ad1994ffa7f2c110faa918a4f60b30bde78b75f98ab693

Observation bb8e2780-7941-4e3d-9683-9a18b5d80295 · outbound

This paper cites DeepSWE: Measuring frontier coding agents on original, long-horizon engineering tasks, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code DeepSWE: Measuring frontier coding agents on original, long-horizon engineering tasks, 2026

Reference 18

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Observation dfd6f522-34b6-476e-9e7a-b8ca03633d5f · outbound

This paper cites DA-code: Agent data science code generation benchmark for large language models.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code DA-code: Agent data science code generation benchmark for large language models

Reference 19

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Observation 79f699b9-a59f-42fc-9a08-f5649b8839a9 · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan

Reference 20

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Observation 0ac580b0-883f-4b9b-9bf5-c495faf0c427 · outbound

This paper cites Dialogue swe-bench: A benchmark for dialogue-driven coding agents, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Dialogue swe-bench: A benchmark for dialogue-driven coding agents, 2026

Reference 21

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source=pdf_text observed=2026-08-04T06:07:13.152997Z digest=sha256:2ed2b4e6fe32cc0a208a0c75bbfa259c845fc6e502e529edcd7c57ac1a375cdd

Observation 92188491-5981-485c-87bc-ef1ebb3aafb2 · outbound

This paper cites Swe-evo: Benchmarking coding agents in long-horizon software evolution scenarios, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Swe-evo: Benchmarking coding agents in long-horizon software evolution scenarios, 2025

Reference 22

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source=pdf_text observed=2026-08-04T06:07:13.261113Z digest=sha256:c946716b3c4588f59d97728c1ad968658d0df00d62b44a6f385c86735d90d8dc

Observation 623d493b-9f75-400f-b6eb-50b8fd04eca8 · outbound

This paper cites Liang, Chenyang Yang, and Brad A.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Liang, Chenyang Yang, and Brad A

Reference 23

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source=pdf_text observed=2026-08-04T06:07:13.421012Z digest=sha256:37c6febde756a350c18075a6afa9c87f876b2f1441babb168c1f9decb71421ba

Observation d846949c-77e5-444f-b87d-8baa8429313b · outbound

This paper cites Terminal-bench: Benchmarking agents on hard, realistic tasks in command line interfaces, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Terminal-bench: Benchmarking agents on hard, realistic tasks in command line interfaces, 2026

Reference 24

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source=pdf_text observed=2026-08-04T06:07:13.596952Z digest=sha256:d396cd7ed9e31ec26b7cc9c74e0121ec88c635d929d85b079127f9f40b162f64

Observation 6d0c1d81-8e2d-40b7-aee0-372584737b4a · outbound

This paper cites MiniMax M2.5: Built for real-world productivity.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code MiniMax M2.5: Built for real-world productivity

Reference 25

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Observation 23f0e3d0-222f-464b-baa3-eac73faa46b0 · outbound

This paper cites MiniMax M2.7: Early echoes of self-evolution.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code MiniMax M2.7: Early echoes of self-evolution

Reference 26

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Observation 26a52cee-4c17-4363-a5bc-ccb933e2d2d2 · outbound

This paper cites Kimi-K2.6.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Kimi-K2.6

Reference 27

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Observation b876b214-2eb2-457d-9106-65f167e03f59 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 28

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Observation 2e162a44-456d-40eb-b84d-8407b05c99c5 · outbound

This paper cites GPT-4o system card.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code GPT-4o system card

Reference 29

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Observation ad4da4f0-6885-4e3e-9471-5898f22659d8 · outbound

This paper cites Introducing GPT-5.5.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Introducing GPT-5.5

Reference 30

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source=pdf_text observed=2026-08-04T06:07:14.933895Z digest=sha256:562d1f04ac53920f3fe09a3e09136c4415fb6f5b3bafc26207b1830311a4c6f5

Observation eed3b407-4571-41b7-ba80-f23619464826 · outbound

This paper cites Slopcodebench: Benchmarking how coding agents degrade over long-horizon iterative tasks, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Slopcodebench: Benchmarking how coding agents degrade over long-horizon iterative tasks, 2026

Reference 31

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Observation 4bb31254-1eea-42e7-b537-b9e1afbeda72 · outbound

This paper cites When benchmarks talk: Re-evaluating code LLMs with interactive feedback, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code When benchmarks talk: Re-evaluating code LLMs with interactive feedback, 2025

Reference 32

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Observation ff82bf41-ed6e-4a79-9349-3e666b2c79e1 · outbound

This paper cites Icae-bench: Evaluating coding agents as interactive project builders, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Icae-bench: Evaluating coding agents as interactive project builders, 2026

Reference 33

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Observation 50ae1844-2237-4b22-8d2e-c952ed3000cd · outbound

This paper cites UserBench: An interactive gym environment for user-centric agents, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code UserBench: An interactive gym environment for user-centric agents, 2025

Reference 34

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Observation e17eba67-294c-402c-bd39-29930ad323cd · outbound

This paper cites Qwen3-Coder: Agentic coding in the world.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Qwen3-Coder: Agentic coding in the world

Reference 35

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source=pdf_text observed=2026-08-04T06:07:15.867237Z digest=sha256:320b9a258c644bc171d7457ef111498a1d9f3c266d2b128de556fd7527f1ef0f

Observation 18194766-7f38-419b-938e-2a73aa82e893 · outbound

This paper cites Qwen3.7: the agent frontier.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Qwen3.7: the agent frontier

Reference 36

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source=pdf_text observed=2026-08-04T06:07:16.119581Z digest=sha256:917e60305977efb51d6c09212bbdc94f3111c05919225940a3ef7bc2d123c068

Observation 9454379a-0b27-43b0-8971-16272a6dbdcd · outbound

This paper cites SWE-INTERACT: Reimagin- ing SWE benchmarks as user-driven long-horizon coding sessions, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SWE-INTERACT: Reimagin- ing SWE benchmarks as user-driven long-horizon coding sessions, 2026

Reference 37

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:16.234970Z digest=sha256:2ad48f4f57c4bb8c9616288d71540e124f22cb778d4559f1ef73348c2359c1de

Observation 86e47c50-1c26-4421-b7b5-17b3a180b623 · outbound

This paper cites Collaborative gym: A framework for enabling and evaluating human-agent collaboration, 2024.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Collaborative gym: A framework for enabling and evaluating human-agent collaboration, 2024

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:16.407842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:16.407842Z digest=sha256:7a3e52dae0ef884d7c18b9e7e67dbe6aba04b8332af81b3e341e65585c831a90

Observation f439b36c-371b-403e-ac69-db9c19fb1af6 · outbound

This paper cites Evocode-bench: Evaluating coding agents in multi-turn iterative interactions, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Evocode-bench: Evaluating coding agents in multi-turn iterative interactions, 2026

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:16.638390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:16.638390Z digest=sha256:ea263afb5cbef934cec41f78513e86433baa2a2bc7eb517077b0cb72d5153d23

Observation 46258231-0cff-4474-b34e-8100b008fe7e · outbound

This paper cites Non-collaborative user simulators for tool agents.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Non-collaborative user simulators for tool agents

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:16.810807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:16.810807Z digest=sha256:483e90684757e3d6411d86e35d6ddbbce48469b5b719b4dce22513ffcd5b2f68

Observation 4bf98f01-4013-4592-b7ab-09073eb02335 · outbound

This paper cites Hedwig:Dynamic autonomy for coding agents under local oversight, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Hedwig:Dynamic autonomy for coding agents under local oversight, 2026

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:16.977947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:16.977947Z digest=sha256:9901d95c8ac2c76117304f8a1b3cedf746aa6dd5e64ad5df15f6c63ffe6ce8ff

Observation e92f1122-805b-418b-8eda-6f905f459de5 · outbound

This paper cites HiL- Bench (human-in-loop benchmark): Do agents know when to ask for help?, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code HiL- Bench (human-in-loop benchmark): Do agents know when to ask for help?, 2026

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:17.192172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:17.192172Z digest=sha256:9781c174bc0fb59ffff855490bc6ee66275e6db3bce85529f3faa68e2bca946d

Observation dff0ef23-24d5-4877-9619-bb4b21cfddf3 · outbound

This paper cites Ambig-SWE: Interactive agents to overcome underspecificity in software engineering, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Ambig-SWE: Interactive agents to overcome underspecificity in software engineering, 2025

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:17.378599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:17.378599Z digest=sha256:8fdbdfbf4e423e6e291d5a29fa31affcbf7456b706147b6c2f7b3046355bcac4

Observation ac295df2-e6d2-4df5-ada4-77a97342ca78 · outbound

This paper cites DEMO: Reframing dialogue interaction with fine-grained element modeling.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code DEMO: Reframing dialogue interaction with fine-grained element modeling

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:17.547627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:17.547627Z digest=sha256:3f0b66d16c305359593f865b44f8c90a2a21be70d4075636879cf86d9a45e24c

Observation 7ce59624-f277-4f3f-bbf3-639d9cc9c276 · outbound

This paper cites Tartaglini, Valerie Chen, Yuxiang Wei, Zijian Wang, Lingming Zhang, Karthik R.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Tartaglini, Valerie Chen, Yuxiang Wei, Zijian Wang, Lingming Zhang, Karthik R

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:17.734026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:17.734026Z digest=sha256:ea228c8fa3c8f5fea1a581ae458d5084191a3134d65200628aad4d6cc3e8e6f6

Observation 7bad0c37-934a-44e5-8845-fa66cdc9fa74 · outbound

This paper cites SWE-Together: Evaluating coding agents in interactive user sessions, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SWE-Together: Evaluating coding agents in interactive user sessions, 2026

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:17.880918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:17.880918Z digest=sha256:9b1c08c5ae8efd9e05e1cc2c369df36a5360a2c91c9ed97b0c961fb8114c031e

Observation b1d08d3f-5f86-4c23-97af-e670c1c74663 · outbound

This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.049214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.049214Z digest=sha256:fac225c12bf4a7b74af4193c96fd718b704825f79f7a928ed531446bb6ce3e4d

Observation 23917334-0383-4ba8-af63-b3ea5d0695d3 · outbound

This paper cites SWE-smith: Scaling Data for Software Engineering Agents.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SWE-smith: Scaling Data for Software Engineering Agents

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.177158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.177158Z digest=sha256:43999f97edf3dd045981e67467c9ec748cc918418a61ccacc5964553dc6d57b0

Observation 578ef09e-bbc8-4d14-a146-97989e66e832 · outbound

This paper cites Codeclash: Benchmarking goal-oriented software engineering, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Codeclash: Benchmarking goal-oriented software engineering, 2025

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.297999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.297999Z digest=sha256:e806dda06a5337b49ee0446db2e04149fe198f59cd3325c695baad27f5107e78

Observation cf4e3fc9-8028-4918-b400-3bd331276e81 · outbound

This paper cites Programbench: Can language models rebuild programs from scratch?, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Programbench: Can language models rebuild programs from scratch?, 2026

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.406734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.406734Z digest=sha256:0a2a4e0946a054b4e9fba35f8cfbf88b8dad18ee0f84c0bbf823ce744c131bfc

Observation ee96418b-6ec1-4055-bc51-fef0922c9138 · outbound

This paper cites Talk2code: A multi-turn interaction benchmark with dual-track evaluation for code generation.Proceedings of the AAAI Conference on Artificial Intelligence, 40(40):34331–34339, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Talk2code: A multi-turn interaction benchmark with dual-track evaluation for code generation.Proceedings of the AAAI Conference on Artificial Intelligence, 40(40):34331–34339, 2026

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.503099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.503099Z digest=sha256:217e97459c13e70ed1cd9f58717e6c37e8f0a6c16fd1b742c18681415bc69f5f

Observation 7adcfb37-eea3-4aa9-a5e4-d78c41ad0117 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.574439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.574439Z digest=sha256:c01cb71342d3a3bb4305105087cf1c805e123a5cdfd2cd509f6c14e8a1a65221

Observation 1ea54d11-6f0b-4f0a-9e92-14c964626653 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.666496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.666496Z digest=sha256:7dd8a96602c2d8ecf65d0a452f8e938af60a25c8ec5a1b17cf9961c54f438c0f

Observation 50f3f16a-324f-40f0-91d9-7038c9bf68f5 · outbound

This paper cites SWE-Explore: Benchmarking how coding agents explore repositories, 2026.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code SWE-Explore: Benchmarking how coding agents explore repositories, 2026

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.752968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.752968Z digest=sha256:278fcd860da086c8a01cfbd16c69cf68835e98291df0278602ff312ec3501f9f

Observation 509c50cf-7f61-4272-9d85-942eb5f1b176 · outbound

This paper cites TOM-SWE: User mental modeling for software engineering agents, 2025.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code TOM-SWE: User mental modeling for software engineering agents, 2025

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.844990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.844990Z digest=sha256:ef229f2fba86eecb96af55f34f2a49e8bb1cbdbf8c271ffb9a9b5666ad51137d

Observation 16cea746-a260-456a-84fb-bd4b2abaec89 · outbound

This paper cites Bigcodebench: Benchmarking code generation with diverse function calls and complex instructions.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Bigcodebench: Benchmarking code generation with diverse function calls and complex instructions

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:18.912600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.912600Z digest=sha256:7926d3597fc19577f1fe10ed1724e3db951be6609a92d9f9a515299ebfc0c1c5

Observation 3d61ad65-f825-43ff-ae00-5249f1ba42cf · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.066788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.066788Z digest=sha256:5841b191521d9ca47827c585e2647dfc1466fdfc990f21cdcd77031797770d65

Observation 0f62158f-aaf0-4306-a62d-0c8830c5f646 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.146574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.146574Z digest=sha256:03bad4491c6d1faafcaab28cb9d89ec478fbc745f02ce8f47097a496a3845b2d

Observation 3a8dea33-077a-4b14-ac7f-83a386db26e3 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.243786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.243786Z digest=sha256:6b82285452890933f7f8a9c44429ab079f20d53930cc75d682999291b4077e98

Observation c36d7f56-e116-48e7-8cfe-1c64afdb73e2 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.337223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.337223Z digest=sha256:0f5764616971b918b809a74a3717f5a46bc440e82a7e83f328a1b5e87a6f84d3

Observation 08220aaa-12e3-494a-98b2-fdb5b83a3321 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.419524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.419524Z digest=sha256:872eeddb69f00ca94c9da61833c34893a03a1c9d77abb0629e130a71980b800d

Observation 1c85fdd4-75e4-441c-826d-0b61f2a3e96c · outbound

This paper cites Implementation files are those that appear in both the read intersection and the files modified by at least one trajectory.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Implementation files are those that appear in both the read intersection and the files modified by at least one trajectory

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.514864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.514864Z digest=sha256:a888c332e130fed49d41a1c89d39da44adc5449437e8c657af031f41422b6798

Observation 9db8fc39-4441-4f7d-884c-239a839a2530 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.606443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.606443Z digest=sha256:32fc575f88d296def6f63a7038e9983f3162278e0dd632fbbec6dc3eba3686cb

Observation 9ad76d40-f0ad-49f1-beb6-87a54514c69e · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.707330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.707330Z digest=sha256:33ba466180ace46dec0799b7f5197ad8a517303a1870d9771d4a34c7ab386875

Observation 281314b4-e878-41e1-8534-1736a291a9c2 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.798278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.798278Z digest=sha256:b302e35a4750c5ffd9d547e8df7926c326a4f10a6558627e54d0d1df8f478f4f

Observation 5dddaf02-6743-432e-b5aa-486c249be15b · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.889274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.889274Z digest=sha256:63ba7bff3a8689a8733f07dc14b06a37fd368d57f59447dfc33c6d1725f0ab19

Observation 2bd4685d-08a8-49fb-bbc6-26624b8bb152 · outbound

This paper cites primary_failure_mode.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code primary_failure_mode

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-04T06:07:19.981554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:19.981554Z digest=sha256:416f904b9b0215e88adcf1c8925268fd0d30abb05910f3c5ed77171f04292ee9

Observation 62f8e63b-f084-401d-8a7c-03131b34a066 · outbound

This paper cites an unresolved cited work.

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Unresolved cited work

Reference 2025

Resolution
malformed identifier
no resolver link, observed 2026-08-04T06:07:18.978717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:07:18.978717Z digest=sha256:ba04b2bf3fdff5d8fab4bba040c7f4e34ad611e0824718e9da6fa46cf68159ed

Pith citing papers

No inbound Pith citation observations are available.