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Paper Citation Record · LEDGER

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants

As of 7 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2607.26611.

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

pith.paper-citation-record.v1
2607.26611 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:23:48.266359Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved62
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a52c1a18-6329-49dc-b723-24c12772d8e9 · outbound

This paper cites Proceedings of the 2020 conference on empirical methods in natural language processing (EMNLP) , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2020 conference on empirical methods in natural language processing (EMNLP) , pages=

Reference 1

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source=arxiv_source observed=2026-08-01T12:23:40.810801Z digest=sha256:ba65f847a55e9fdeb494997d62a3c20db2e9c44202d9515cd750184b4a947959

Observation 673beac5-9890-4ef3-97a7-34afbe5ba648 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 2

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no resolver link, observed 2026-08-01T12:23:40.872175Z

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source=arxiv_source observed=2026-08-01T12:23:40.872175Z digest=sha256:33efdce11613499da860e914e5311df8e30aa36490b26e568c0d24b54b5f5947

Observation b185225e-66e9-4689-924d-a0edcf502145 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Advances in Neural Information Processing Systems , volume=

Reference 3

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no resolver link, observed 2026-08-01T12:23:40.992529Z

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source=arxiv_source observed=2026-08-01T12:23:40.992529Z digest=sha256:a919f17e1e439b9345924198264ec02e1066a90ec0c86b98d9cfaad46a4be005

Observation 255a4db7-cdfa-4d6d-965b-d559f6fe733c · outbound

This paper cites Findings of the Association for Computational Linguistics: NAACL 2025 , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Findings of the Association for Computational Linguistics: NAACL 2025 , pages=

Reference 4

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no resolver link, observed 2026-08-01T12:23:41.112858Z

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source=arxiv_source observed=2026-08-01T12:23:41.112858Z digest=sha256:876006e26066d57b475fdbe1a7c38f40279d9c138229133df8fe42e08b8f6a6f

Observation 14e9c32a-f757-477e-9e62-ba867777223d · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 5

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source=arxiv_source observed=2026-08-01T12:23:41.227537Z digest=sha256:98762c32591d653ad013dd3fadb5f05ee4900834378cb95f2bc93ab1e671d734

Observation 224c687d-7c1c-48bf-a369-23e49d11fe12 · outbound

This paper cites and Liu, Alisa and Wu, Zhaofeng and Smith, Noah A.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants and Liu, Alisa and Wu, Zhaofeng and Smith, Noah A

Reference 6

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source=arxiv_source observed=2026-08-01T12:23:41.362414Z digest=sha256:c0b13a179cf880c85a39a1f26834858d71fe03602e54b1516eeb719f091555b6

Observation 8e6cbb8a-6894-4908-bfb6-f5737619eee5 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-01T12:23:41.479374Z

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source=arxiv_source observed=2026-08-01T12:23:41.479374Z digest=sha256:5664ca868cd6ba58f1faf7997f3582fdbfc9e4309724ee533cbdb447d1f1dbab

Observation a395f313-f6dd-406b-9eea-a23eb81a20b7 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 8

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no resolver link, observed 2026-08-01T12:23:41.621959Z

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source=arxiv_source observed=2026-08-01T12:23:41.621959Z digest=sha256:57e5f6ceffe619e67e3ddc278454d769d8396dea09034b73d103b7cac002c6a2

Observation 06f64416-f2a0-400a-84fb-aa39f18b32b7 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 9

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no resolver link, observed 2026-08-01T12:23:41.753484Z

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source=arxiv_source observed=2026-08-01T12:23:41.753484Z digest=sha256:2bca5f37c93d9195fd977be584724c8d0696b3a757a6e8a4f45bd3b508b806d0

Observation 05c4ce6d-0d3d-4352-b0b1-85dc49540be1 · outbound

This paper cites NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling , year=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling , year=

Reference 10

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source=arxiv_source observed=2026-08-01T12:23:41.874412Z digest=sha256:3b079f10d3af03632517695ab920d03b1f7e2622f67b700008fcee69aeacd906

Observation 3ebf6942-a82e-4f2f-9a64-ce0a6091e37b · outbound

This paper cites From Recall to Forgetting: Benchmarking Long-Term Memory for Personalized Agents.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants From Recall to Forgetting: Benchmarking Long-Term Memory for Personalized Agents

Reference 11

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source=arxiv_source observed=2026-08-01T12:23:41.953942Z digest=sha256:963c362ccc585ef4ee80b3d09c50f89448881fd29f682ecc296977d93201a0a3

Observation 39e84334-3504-4488-b94a-fba261d003e3 · outbound

This paper cites LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 12

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no resolver link, observed 2026-08-01T12:23:42.066376Z

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source=arxiv_source observed=2026-08-01T12:23:42.066376Z digest=sha256:a4bc4bb0a21a0b5c97d10a519b9d9e41445b46be8b8d468ae3d91ede64d1d2b4

Observation 5a2fcecf-cbdc-4823-a39d-828a311b7930 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Evaluating Large Language Models Trained on Code

Reference 13

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source=arxiv_source observed=2026-08-01T12:23:42.199767Z digest=sha256:a531d56f304796dc9ead351bb2db344f403b7d0962df70db92a4e0fb51022900

Observation a88c3a83-b117-4cfb-9071-dda29074c422 · outbound

This paper cites Program Synthesis with Large Language Models.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Program Synthesis with Large Language Models

Reference 14

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source=arxiv_source observed=2026-08-01T12:23:42.288106Z digest=sha256:9eb5e031c001fa1d9871b2f4d14a15c7f574024b710c175edece135ae0ef8c23

Observation bddcad86-10c9-4537-8e11-e563805df519 · outbound

This paper cites Advances in neural information processing systems , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Advances in neural information processing systems , volume=

Reference 15

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no resolver link, observed 2026-08-01T12:23:42.385515Z

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source=arxiv_source observed=2026-08-01T12:23:42.385515Z digest=sha256:7b6c69a0073915c25e027ef8b4504bff2705e6c30ac704ddfb9bda13df69d693

Observation 770cf65c-1e58-45c9-b4e3-a7dfc05b0e66 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants ACM Transactions on Software Engineering and Methodology , volume=

Reference 16

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no resolver link, observed 2026-08-01T12:23:42.503951Z

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source=arxiv_source observed=2026-08-01T12:23:42.503951Z digest=sha256:8e26892c20b0d899705df86aed87aeb2f7ea432bf9aff1a1825fc9353eb8b000

Observation 71a4bb31-44db-405e-812f-4dedfa1c8f32 · outbound

This paper cites Assessing the Impact of Requirement Ambiguity on LLM-based Function-Level Code Generation.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Assessing the Impact of Requirement Ambiguity on LLM-based Function-Level Code Generation

Reference 17

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source=arxiv_source observed=2026-08-01T12:23:42.593998Z digest=sha256:4b754a230de2e20b5063bd9eb148abdd565075a4716f46f00315bc1b119ec34d

Observation 2dd55e11-b77b-4573-977d-b7d5040ee255 · outbound

This paper cites ClarifyCodeBench: Evaluating LLMs on Clarifying Ambiguous Requirements for Code Generation.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants ClarifyCodeBench: Evaluating LLMs on Clarifying Ambiguous Requirements for Code Generation

Reference 18

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source=arxiv_source observed=2026-08-01T12:23:42.734276Z digest=sha256:3161ec848980db0390415b7932450a86701473243991c4818659a8026d565b32

Observation e3af125d-c737-4b47-8e1b-106eddcd61d4 · outbound

This paper cites International Conference on Learning Representations , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants International Conference on Learning Representations , volume=

Reference 19

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no resolver link, observed 2026-08-01T12:23:42.805843Z

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source=arxiv_source observed=2026-08-01T12:23:42.805843Z digest=sha256:44baa07748b64e6084980844ba5a8363753a285a7859bab9edd48b7acc18fcdc

Observation 3c5cf885-5982-4304-af72-a9669f2b93d4 · outbound

This paper cites The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=

Reference 20

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source=arxiv_source observed=2026-08-01T12:23:42.915030Z digest=sha256:7c604ec2a58d719b04b1ad1a228b08590e13874b3167acd66caffe7bd801884e

Observation b97050e0-9ffa-4df5-be6f-ef373f210f09 · outbound

This paper cites International Conference on Learning Representations , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants International Conference on Learning Representations , volume=

Reference 21

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no resolver link, observed 2026-08-01T12:23:43.031382Z

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source=arxiv_source observed=2026-08-01T12:23:43.031382Z digest=sha256:2535e5254739f43260244289657a729c212ea8087e512df0996ba24e748a7410

Observation c7f9109b-09b8-405b-9366-f74cee31b0ff · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 22

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no resolver link, observed 2026-08-01T12:23:43.157060Z

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source=arxiv_source observed=2026-08-01T12:23:43.157060Z digest=sha256:27025709752fd2ec41295030e012954fbabec318d8b7d92d34219964e5fd49a5

Observation faba4a92-1f1d-43be-8808-b4785c59f483 · outbound

This paper cites American Journal of Computational Linguistics , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants American Journal of Computational Linguistics , volume=

Reference 23

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no resolver link, observed 2026-08-01T12:23:43.298679Z

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source=arxiv_source observed=2026-08-01T12:23:43.298679Z digest=sha256:2d6695d387e09ce22e0b08ee5666896a10e1eecaa4654deb4b7a828244439c83

Observation c6b07677-e35e-48ea-9995-0a3c55d29784 · outbound

This paper cites ACM computing surveys (CSUR) , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants ACM computing surveys (CSUR) , volume=

Reference 24

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no resolver link, observed 2026-08-01T12:23:43.378552Z

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source=arxiv_source observed=2026-08-01T12:23:43.378552Z digest=sha256:3e50a9c9a967249afebb5322ab661208ce282ae8a985495e11a03a1ff0b9c2dc

Observation 67047c00-4882-48f5-a266-5b348ccee0b3 · outbound

This paper cites Proceedings of the 5th SIGdial Workshop on Discourse and Dialogue at HLT-NAACL 2004 , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 5th SIGdial Workshop on Discourse and Dialogue at HLT-NAACL 2004 , pages=

Reference 25

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source=arxiv_source observed=2026-08-01T12:23:43.493902Z digest=sha256:0545e8b8999a80af8883229640f9a2cc967833792a13ac2c76e29bb19132b738

Observation 66d2958f-6323-4e2d-819e-dce83feeff9d · outbound

This paper cites Proceedings of the 2023 conference on empirical methods in natural language processing , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2023 conference on empirical methods in natural language processing , pages=

Reference 26

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no resolver link, observed 2026-08-01T12:23:43.606579Z

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source=arxiv_source observed=2026-08-01T12:23:43.606579Z digest=sha256:fc94f228776913b05f89975342c74fdb448b66d5737f80b4b9c106f5d10c2f52

Observation d6782024-c42b-4a2b-a654-d49a71e740a4 · outbound

This paper cites 3rd Conference on Automated Knowledge Base Construction , year=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants 3rd Conference on Automated Knowledge Base Construction , year=

Reference 27

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no resolver link, observed 2026-08-01T12:23:43.696607Z

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source=arxiv_source observed=2026-08-01T12:23:43.696607Z digest=sha256:edca8b1e3a81dd36f52ccc082008d7f84b725a8190d8f6d393b4c926402f7f3c

Observation 67235b78-36fe-4c62-9e45-c12f685f8922 · outbound

This paper cites European conference on information retrieval , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants European conference on information retrieval , pages=

Reference 28

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no resolver link, observed 2026-08-01T12:23:43.811603Z

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source=arxiv_source observed=2026-08-01T12:23:43.811603Z digest=sha256:365ce76ce8da67dc0e12f2490f434bced170bb336d044169b443b2278eb55a06

Observation 62c75594-d37e-44a4-85d6-bc930ce797ee · outbound

This paper cites Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions

Reference 29

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no resolver link, observed 2026-08-01T12:23:43.921308Z

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source=arxiv_source observed=2026-08-01T12:23:43.921308Z digest=sha256:3c11ff82148bc03e6b70bf9ce774c889ead595fcba540115f270de8fece1ab3f

Observation b84fd68a-a216-4191-b5ca-fad8caca88db · outbound

This paper cites Detecting Ambiguities to Guide Query Rewrite for Robust Conversations in Enterprise AI Assistants.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Detecting Ambiguities to Guide Query Rewrite for Robust Conversations in Enterprise AI Assistants

Reference 30

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source=arxiv_source observed=2026-08-01T12:23:43.999311Z digest=sha256:a2f7024786231f24ce823ddec93b01840bf67c3cce998bb8a6a44bf7f6c339d2

Observation 72ce1746-2945-44a8-b9a5-a155871928c7 · outbound

This paper cites CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 31

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source=arxiv_source observed=2026-08-01T12:23:44.129877Z digest=sha256:d5374e4565379b88411bae7933f4e9c5f95c163204cd4b07c6ecdc25929db3a3

Observation 82f0393e-2f2c-4018-8510-dde855aeff84 · outbound

This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 32

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source=arxiv_source observed=2026-08-01T12:23:44.257552Z digest=sha256:e3ec9e71c8fbbfb818aeaf803ee436043b16d6d6e126a378ad5215fe4498ecf6

Observation c2ba8af6-9dd4-4495-aaec-ce848354140a · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-01T12:23:44.336428Z

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source=arxiv_source observed=2026-08-01T12:23:44.336428Z digest=sha256:4f57a8191c3cc05eeaf998d2c7f17196713dfe6da17e29a177bae1bc44c10423

Observation f4d000dd-5f7b-4e5a-b269-7370f74139ce · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 34

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no resolver link, observed 2026-08-01T12:23:44.453040Z

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source=arxiv_source observed=2026-08-01T12:23:44.453040Z digest=sha256:bbf561075ce2793e749d98746af031fcfcad99117c56f763857a9d0980259ddc

Observation 49fd81c2-5b39-4dc4-ad4f-efb56f5d367d · outbound

This paper cites Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 35

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no resolver link, observed 2026-08-01T12:23:44.610182Z

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source=arxiv_source observed=2026-08-01T12:23:44.610182Z digest=sha256:8fb747a33bda5dbe8fa48c8f812e698815986d747189d820a669bb06d48772d6

Observation 3154c9c3-b160-4981-be73-02533aceb35b · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 36

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unresolved
no resolver link, observed 2026-08-01T12:23:44.711062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:44.711062Z digest=sha256:c790dd041477b2592320e83f82910894027ec90fde5868acfa70e6379e8ef232

Observation e27a2a46-f564-4a15-ad08-ef9044ae84d5 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 37

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unresolved
no resolver link, observed 2026-08-01T12:23:44.838013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:44.838013Z digest=sha256:bca0a17ab0f505fbe45d17332763938dbcdf42bdc229a108c765701b3c45630e

Observation 2fb1671f-be5a-4b4c-b2bb-34a13ca6af0e · outbound

This paper cites Proceedings of the 42nd international acm sigir conference on research and development in information retrieval , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 42nd international acm sigir conference on research and development in information retrieval , pages=

Reference 38

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unresolved
no resolver link, observed 2026-08-01T12:23:44.946883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:44.946883Z digest=sha256:e19b742001db2b64aaacee8bfca17cd5cd0e624db45e35292545971235e88b20

Observation 6b549178-9d44-4143-b61c-de2e2c4d04c5 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-01T12:23:45.062941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.062941Z digest=sha256:54f5f095bda920e7a38c466287b267300d61500232d0d66f62c1c1e6c3acf7c4

Observation e51d9720-9653-4cec-90b8-e62a3c074ccc · outbound

This paper cites Findings of the Association for Computational Linguistics: EMNLP 2023 , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Findings of the Association for Computational Linguistics: EMNLP 2023 , pages=

Reference 40

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unresolved
no resolver link, observed 2026-08-01T12:23:45.209707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.209707Z digest=sha256:77c94b53697cec9f14cb054df31cd59279adce4d2fc37432eff08d48dfe0f514

Observation fab2d42a-85be-491d-befd-e35d22e25571 · outbound

This paper cites Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages=

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:45.312709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.312709Z digest=sha256:7caaf40fef35e5f9748e5fc2e5bacb7ffde31b5faa18bda58461653a2cbe849b

Observation 5364ec2d-347e-4c98-a3e8-be846cff14bf · outbound

This paper cites Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:45.427653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.427653Z digest=sha256:6fb90675a91e9ba9091f5940b96e1c8b8fe22a51b8d4493df97645053f8edfd5

Observation 1404cfc8-b68f-495a-8e2a-a5ba4f3a9c66 · outbound

This paper cites International Conference on Learning Representations , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants International Conference on Learning Representations , volume=

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:45.558667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.558667Z digest=sha256:6c0ce40972ac5abff1f3dceecbdd7521635f720731593fdebcc616c38a56c41f

Observation 906cd187-f558-4064-b3a8-58066240de33 · outbound

This paper cites Beyond Retrieval: Learning Compact User Representations for Scalable LLM Personalization.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Beyond Retrieval: Learning Compact User Representations for Scalable LLM Personalization

Reference 44

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unresolved
no resolver link, observed 2026-08-01T12:23:45.677774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.677774Z digest=sha256:997396134944cce5e0ec41015d15894ebcebf13427a97ac5131c811ad02a7c24

Observation 8488774a-ec3f-4edf-ba21-1d8bab2a7b42 · outbound

This paper cites Latent Personal Memory: Represent personal memory as dynamic soft prompts.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Latent Personal Memory: Represent personal memory as dynamic soft prompts

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:45.803198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.803198Z digest=sha256:5c1f7d4e85c4a2aac28c5899b6c9810f9c4b9b52366b16992f0354b6813e0137

Observation d0e1a8de-3d27-4637-9bc0-838afc7ddc24 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2026 , pages=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Findings of the Association for Computational Linguistics: ACL 2026 , pages=

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:45.920854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.920854Z digest=sha256:a4efab799b2f177b2991eec996c5fa213367d926dbaf52fae8baabd17375ac11

Observation 62a6de2f-97da-4991-84b2-657efc384679 · outbound

This paper cites PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents

Reference 47

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unresolved
no resolver link, observed 2026-08-01T12:23:45.999733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:45.999733Z digest=sha256:282f844eb27994376952f9d8024ffeacb993c0a41357420ce8f36b9a4c47952a

Observation e355be48-ab2a-4b58-ae4e-95edef5c5ae4 · outbound

This paper cites Memory in the Age of AI Agents.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Memory in the Age of AI Agents

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:46.123343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.123343Z digest=sha256:f081e8274e2b7f087a4368d362d30e76f9b55185eb214df89d480369e4b05f8e

Observation 53e03273-2652-4422-b497-510cdb3c9e12 · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 49

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unresolved
no resolver link, observed 2026-08-01T12:23:46.260563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.260563Z digest=sha256:b528068b395046aa6ce69c410a6789162ddb682be32529cebe46b3c8f7a66f62

Observation 09917ef3-e024-4ddc-81b2-e5e451b1d6b2 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Advances in Neural Information Processing Systems , volume=

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:46.362030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.362030Z digest=sha256:c9a39c91e588dcc705923aaee031314d98bfe76e63d4d95ff1133b8b32d34d79

Observation d2dc6031-b084-4091-bf4d-4c33651b5db9 · outbound

This paper cites Personalize-then-Store: Benchmarking and Learning Personalized Memory for Long-horizon Agents.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Personalize-then-Store: Benchmarking and Learning Personalized Memory for Long-horizon Agents

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:46.485060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.485060Z digest=sha256:48710ddc244fa7c4997ecab8a34fc6efa04327eccf3d1b2a76407f78a940c35f

Observation 30f170ba-3d14-41ef-a3e1-7248f4a68c75 · outbound

This paper cites Learning User-Aware Recall: Personalized Retrieval in Long-Term Conversational Memory.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Learning User-Aware Recall: Personalized Retrieval in Long-Term Conversational Memory

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:46.662787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.662787Z digest=sha256:f455773bcfb96586879e9310370652a07d47db9939e5fb1acafb5c13ca3490bd

Observation ee3fe230-6142-40c6-be6c-06c09f467a8a · outbound

This paper cites Momento: Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Momento: Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:46.821554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.821554Z digest=sha256:d67893589c74929694e7892c5034c2833252cba9ec56e0c3a1a653c61561ca2b

Observation 64dd2e59-95a1-412f-8b1c-f914f1366a7a · outbound

This paper cites APeB: Benchmarking Personalization Ability of Large Language Model Agents.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants APeB: Benchmarking Personalization Ability of Large Language Model Agents

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:46.965989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:46.965989Z digest=sha256:aac5d95169631138317cd2365049f4cbdefc5edd400b84c8f31bfac0482358d7

Observation 1fda7b69-d0df-41f4-bd5c-70132dfdb982 · outbound

This paper cites Latent Preference Modeling for Cross-Session Personalized Tool Calling.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Latent Preference Modeling for Cross-Session Personalized Tool Calling

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:47.124701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.124701Z digest=sha256:60d7f841631382323784eb95359975744424dcd0e482ad8fd52655fd211723f3

Observation 13bd2884-67c9-4f27-80bc-ec6d928c5acf · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:47.263175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.263175Z digest=sha256:6575c39b2eb7f125c410fc632a2e2a375bab56e6a45d43ac21a5af5c390628a3

Observation 33fc0248-12db-41a2-b78d-c8dfa7a6c715 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 57

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unresolved
no resolver link, observed 2026-08-01T12:23:47.372590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.372590Z digest=sha256:b13caa1bf7be8dc7950fa588693476036fbc9fbcbd3efceaec0e6c9763dd6879

Observation 752d4359-31ce-497e-a7de-4f35f9318e56 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:47.419656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.419656Z digest=sha256:10210cf476e702af1ffb84fb8f8922b2fdb91f68d2222d295b98a6385c9c6054

Observation 39758ab3-505a-4af5-85f9-3beb3e49dd65 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 59

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unresolved
no resolver link, observed 2026-08-01T12:23:47.483736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.483736Z digest=sha256:b6832d5d0f4dcdad7cd611aa3b96edbc037beba6b043cee0caf675ff2214c57d

Observation ed7efb78-2fcd-4fe1-8e6f-a0683f35ae8c · outbound

This paper cites 2026 , eprint=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants 2026 , eprint=

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:47.672284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.672284Z digest=sha256:6a9ee95c4bc147ad4499feb2dcd9eeaf53e464ed0e1ce850c02e493f37d594c3

Observation 46a5dad8-0293-40d9-9f93-85f997818393 · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 61

Resolution
parse uncertain
no resolver link, observed 2026-08-01T12:23:47.814754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.814754Z digest=sha256:396f40cbd2a222510a5e4464195f903691201f3e29d33f32e2eb765712792e5b

Observation b033e1ed-6d3f-4c59-9714-ced46477d62a · outbound

This paper cites 2026 , eprint=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants 2026 , eprint=

Reference 62

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unresolved
no resolver link, observed 2026-08-01T12:23:47.954730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:47.954730Z digest=sha256:94b91b4c6054652fd2378ca96edc647989eaa9af0af03163abca4fdfcdad6056

Observation c640fb53-d742-49f3-9b8c-20763c7b1272 · outbound

This paper cites 2025 , eprint=.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants 2025 , eprint=

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-01T12:23:48.161129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:48.161129Z digest=sha256:fc46d9e99c39b7ffc438f954a93e66646a6ef2261a44398ead11bff67a134bf8

Observation 31ba1e55-f2a2-4d23-8de3-949a9e6499ae · outbound

This paper cites an unresolved cited work.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Unresolved cited work

Reference 64

Resolution
parse uncertain
no resolver link, observed 2026-08-01T12:23:48.266359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:23:48.266359Z digest=sha256:d04cda845608060b5d8c97e5b18aaa562b9e0acd9e6ca0a60eb0274c27789ae3

Pith citing papers

No inbound Pith citation observations are available.