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Development case · blind model judgment pending independent human review; not a formal Benchmark conclusion.
AutocompleteEvidence version preferred69 / 162 · 65b9491327e3f9cc

Understanding Work Practices of Autonomous Agile Teams: A Social-psychological Review

Psychology and cognitive neuroscience · 2011.03328v1

FLOWING EVIDENCE BENCHMARK

How do we tell whether Evidence helps?

At the same writing position, with the same model and task, how does supplying retrieved paper passages change the first output? We compare matched versions and retain ties, unusable outputs and incomplete reviews.

SAME DRAFT · EVIDENCE ON OR OFF

01 · FIXED WRITING POSITION

MANUSCRIPT

Same writing position ▌

Matched autocomplete at the same draft position

02 · TWO MATCHED INPUTS

SHARED BY BOTH

Manuscript context, model, task and prompt

A · With Evidence

Retrieved paper passages supplied

B · Without Evidence

No retrieved passages supplied

LLM

Same model and version

A → first output

B → first output

Blind judge agent

First outputs are anonymized as X and Y

Continuation review: accuracy, fit to the writing task and usability
Returns: X preferred / tie / Y preferred / both unusable

Order check: X / Y → Y / X

HOW DOES BLIND JUDGING WORK?

① Anonymize both outputs
The judge sees the same draft and both first outputs without knowing which received Evidence.

② Compare and swap order
The judge applies task-specific criteria in X/Y and then Y/X order.

③ Review disagreements
A third pass resolves disagreements. Incomplete reviews remain in the denominator.

How are autocomplete positions stratified?

Before seeing generation outcomes, we check whether a retrieved passage contains a specific proposition that directly supports the next writing move. Those positions appear in the left opportunity group; the rest are ordinary positions on the right. We select a balanced sample from admitted papers in each field. The 50/50 split is experimental, not a measure of how often either type occurs in writing.

AUTOCOMPLETE · 110

Biology, statistics and astrophysics

55 positions on each side; statistics uses the ten-paper rerun.

AUTOCOMPLETE · 52

Psychology and climate science

26 positions on each side; psychology includes nine papers and climate science four.

How are the table percentages calculated?

Across five fields there are 81 source-opportunity positions. The original blind review preferred Evidence in 51; a task check moved one empty Evidence continuation to both unusable, leaving 50 in public counts. In the ordinary group, another pair of empty outputs moved from no winner to both unusable. Original verdicts remain visible on case pages.

50Evidence version preferred
÷
81All positions in this group
=
62%Evidence preference in this group

Source contribution is a separate review: 16 of 21 Evidence wins entered into source review directly used retrieved papers; another 29 wins await review.

These are development-stage model judgments pending independent human review. They are not formal Benchmark conclusions and do not, on their own, establish causality.

Manuscript writing position

Text excerpt · not a PDF page

Research manuscript · excerpt

Understanding Work Practices of Autonomous Agile Teams: A Social-psychological Review

4 Discussion and Implications

…proposition is that harmonious relations between different subgroups of the organization is best kept by recognizing both the subgroups (e.g. Quality Assurance Engineer, Software Developers, Software Tester, etc.) and other organizational constellations, including the teams and the company as a whole. This means that the cross-functional agile teams must recognize both the value of the team as a whole but also the different roles and make distinctions between them. All these aspects should be part of agile team measurements in the future in order to fully make sense of the agile team context.

…ooking at the descriptions of the agile practices overall, many of the internal practices seem to assume full group-membership seen from a group socialization perspective [ 9 ] . They also assume the entire work-group to be mature from a developmental perspective [ 10 ] . In order to fully understand the social-psychological components of the team-based workplace in general, and the agile context in particular, we also need to investigate the temporal perspective of the interplay between group development, group socialization, and the agile approach to projects by setting up autonomous teams.

↓ Next paragraph was generated here

The highlighted text is near the writing position. This is a layout of the evaluation input, not a PDF screenshot.

A matched comparison at the same writing positionJudgment: Evidence version preferred

Both arms use the same model, task and manuscript context. Only the retrieved passages differ. The first recorded output from each arm is shown below.

Evidence

Same model and position · retrieved passages supplied · first output

Preferred by blind review

The reviewed literature indicates that group developmental maturity is associated with better group outcomes, including faster project completion and higher performance in other team settings. This suggests that the temporal interplay between group development, group socialization, and agile practices deserves explicit attention when studying autonomous teams.

Passages supplied to the Evidence version

Group Maturity and Agility, Are They Connected? - A Survey Study ↗

The fact is that a mature group performs much better; e.g., they finish projects faster [ 20 ] . Students perform better on standardized test if the faculty team is at a mature development stage [ 21 , 22 ] , and intensive care staff functioning in a mature team save more lives [ 23 ] . Paying atten…

Read full passage excerpt

The fact is that a mature group performs much better; e.g., they finish projects faster [ 20 ] . Students perform better on standardized test if the faculty team is at a mature development stage [ 21 , 22 ] , and intensive care staff functioning in a mature team save more lives [ 23 ] . Paying attention to group development could help the group to succeed. The agile methods assume that groups are mature since they describe agile collaboration in the same way as a characteristic mature group. The agile methods cannot skip the aspect of group development, since all groups will have to deal with its effect, i.e., much more of what happens in agile teams would be understood better if group development was taken into account. However, in order to justify such a merge, it must be shown that agility and group development have connections.

No Evidence

Same model and position · no retrieved passages · first output

Not preferred in this comparison

The product produced no insertable continuation text.

The model explicitly returned a no-completion marker.

Judgment and task check

The blinded model review preferred the Evidence version. Its original rationale appears below.

Read the original model judgment

In this rationale, Output A = No Evidence; Output B = Evidence.

Output A is empty, which fails the task requirement to continue the manuscript with one coherent academic paragraph. The task clearly needs content. Output B provides a coherent paragraph that connects to the draft's discussion of agile practices assuming mature work-groups and group socialization. It draws on the supplied source about group maturity and performance outcomes (faster project completion, better performance) to support the call for investigating temporal interplay between group development, group socialization, and agile practices. The paragraph is grounded in the source snippet and flows logically from the draft's closing sentence about needing to investigate 'the temporal perspective of the interplay between group development, group socialization, and the agile approach.' No unsupported claims are introduced—B sticks to what the source states about maturity correlating with outcomes and ties it to the research need stated in the draft.

The passages are input material; their presence does not mean an output used them or that they support every claim. Draft and source passages are excerpted; no simulated scores or PDF appear here.