Citation Analysis – \bf Semiparametric Preference Optimization:

\bf Semiparametric Preference Optimization:
Nathan Kallus
https://arxiv.org/abs/2512.21917

134

Citation mentions

Cited references

Sections

9,471

Words (approx)

References by Citation Intensity

Ordered by composite index (descending). Higher values indicate more intensive citation.

#	Mentions	Breadth	Sec. Wtd	Share	Composite	Main %
1	5	5	7.5	0.037	1.000	100%
2	7	7	11.5	0.052	1.000	100%
3	7	4	11.5	0.052	1.000	100%
4	5	3	7.5	0.037	1.000	100%
5	4	4	5.5	0.030	0.928	100%
6	3	3	3.5	0.022	0.843	100%
7	3	3	3.5	0.022	0.843	100%
8	3	3	3.5	0.022	0.843	100%
9	4	2	3.0	0.030	0.811	100%
10	4	2	3.0	0.030	0.811	100%
11	3	3	4.5	0.022	0.737	67%
12	2	2	1.5	0.015	0.644	100%
13	2	2	1.5	0.015	0.644	100%
14	2	2	1.5	0.015	0.644	100%
15	2	2	1.5	0.015	0.644	100%
16	2	2	1.5	0.015	0.644	100%
17	2	2	1.5	0.015	0.644	100%
18	2	2	1.5	0.015	0.644	100%
19	2	2	1.5	0.015	0.644	100%
20	2	2	1.5	0.015	0.644	100%
21	2	2	1.5	0.015	0.644	100%
22	2	2	2.5	0.015	0.644	100%
23	2	2	2.5	0.015	0.644	100%
24	2	2	4.0	0.015	0.644	100%
25	12	7	9.0	0.090	0.550	17%
26	2	1	4.0	0.015	0.511	100%
27	1	1	1.0	0.007	0.406	100%
28	1	1	1.0	0.007	0.406	100%
29	1	1	1.0	0.007	0.406	100%
30	1	1	1.0	0.007	0.406	100%
31	1	1	1.0	0.007	0.406	100%
32	1	1	2.0	0.007	0.406	100%
33	1	1	2.0	0.007	0.406	100%
34	1	1	2.0	0.007	0.406	100%
35	1	1	2.0	0.007	0.406	100%
36	1	1	2.0	0.007	0.406	100%
37	1	1	2.0	0.007	0.406	100%
38	1	1	2.0	0.007	0.406	100%
39	1	1	2.0	0.007	0.406	100%
40	1	1	2.0	0.007	0.406	100%
41	1	1	2.0	0.007	0.406	100%
42	1	1	2.0	0.007	0.406	100%
43	1	1	2.0	0.007	0.406	100%
44	1	1	2.0	0.007	0.406	100%
45	1	1	0.5	0.007	0.406	100%
46	1	1	0.5	0.007	0.406	100%
47	1	1	0.5	0.007	0.406	100%
48	1	1	0.5	0.007	0.406	100%
49	1	1	0.5	0.007	0.406	100%
50	1	1	0.5	0.007	0.406	100%
51	1	1	0.5	0.007	0.406	100%
52	1	1	0.5	0.007	0.406	100%
53	1	1	0.5	0.007	0.406	100%
54	1	1	0.5	0.007	0.406	100%
55	1	1	0.5	0.007	0.406	100%
56	1	1	0.5	0.007	0.406	100%
57	1	1	0.5	0.007	0.406	100%
58	1	1	0.5	0.007	0.406	100%
59	1	1	0.5	0.007	0.406	100%
60	1	1	0.5	0.007	0.406	100%
61	1	1	0.5	0.007	0.406	100%
62	2	2	1.0	0.015	0.139	0%
63	2	1	1.0	0.015	0.110	0%
64	2	1	1.0	0.015	0.110	0%
65	1	1	0.5	0.007	0.087	0%
66	1	1	0.5	0.007	0.087	0%
67	1	1	0.5	0.007	0.087	0%
68	1	1	0.5	0.007	0.087	0%
69	1	1	0.5	0.007	0.087	0%

Reference

Year

Mentions

Breadth

Sec. Wtd

Composite

Main %

7.5

0.037

1.000

100%

11.5

0.052

1.000

100%

11.5

0.052

1.000

100%

7.5

0.037

1.000

100%

5.5

0.030

0.928

100%

3.5

0.022

0.843

100%

3.5

0.022

0.843

100%

3.5

0.022

0.843

100%

3.0

0.030

0.811

100%

3.0

0.030

0.811

100%

4.5

0.022

0.737

67%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

1.5

0.015

0.644

100%

2.5

0.015

0.644

100%

2.5

0.015

0.644

100%

4.0

0.015

0.644

100%

9.0

0.090

0.550

17%

4.0

0.015

0.511

100%

1.0

0.007

0.406

100%

1.0

0.007

0.406

100%

1.0

0.007

0.406

100%

1.0

0.007

0.406

100%

1.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

2.0

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

0.5

0.007

0.406

100%

1.0

0.015

0.139

1.0

0.015

0.110

1.0

0.015

0.110

0.5

0.007

0.087

0.5

0.007

0.087

0.5

0.007

0.087

0.5

0.007

0.087

0.5

0.007

0.087

Measures: Mentions = total in-text citations; Breadth = distinct sections; Sec. Wtd = section-weighted count (body ×2, lit review/appendix ×0.5); Share = mentions / total citations in paper; Composite = geometric mean of normalised count, breadth, and main-text ratio; Main % = fraction of mentions in main text (excl. appendix). (self) = self-citation.