Add the files

.gitattributes

@@ -53,3 +53,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+merged.csv filter=lfs diff=lfs merge=lfs -text
+svo_probes_with_scores.csv filter=lfs diff=lfs merge=lfs -text
+words_counter_LAION.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -7,4 +7,6 @@ pretty_name: Scalable VLM Probing
 
 # Scalable VLM Probing
 
-This repository contains data that supports the codebase of the [Scalable VLM Probing project](https://github.com/MichiganNLP/Scalable-VLM-Probing).
+This repository contains data that supports the codebase of the [Scalable VLM Probing project](https://github.com/MichiganNLP/Scalable-VLM-Probing).
+
+Note: the embeddings in this repository are currently unused and come from preliminary experiments.

bert_embeddings.npy

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+oid sha256:a285038aaa4bbaab0dd3ab5f0d40d9565388f1fa21282d57cc2a97b13cfa5317
+size 2457797

bert_embeddings_sentences.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f3852c6e270b9ef982dab7705bb7283423c0818bdf5b33dfdb91eaf792d2b3b
+size 49992181

merged.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:49eb364434a9ce3760a0d0e79b0209711924740047fdca37be6cb417a852480d
+size 17122319

sorted_features.csv

@@ -0,0 +1,227 @@
+Feature,Significance,Data Count,Weight (abs)
+Levin-change_verbs of Lingering and Rushing,9963,30,1.12
+LIWC-inplace_SEXUAL,9921,10,0.88
+LIWC-change_CAUSE,9887,576,0.84
+LIWC-change_DISCREP,9831,6,0.83
+LIWC-change_FOCUSPAST,9774,20,0.79
+LIWC-inplace_PREP,9745,1,0.76
+LIWC-inplace_ASSENT,9708,4,0.74
+LIWC-change_ASSENT,9676,4,0.72
+LIWC-inplace_ANGER,9615,218,0.7
+LIWC-change_COMPARE,9561,8,0.7
+LIWC-change_AUXVERB,9570,58,0.66
+Levin-inplace_verbs of Concealment,9508,59,0.65
+LIWC-change_CERTAIN,9433,45,0.62
+Levin-change_Poke verbs,9416,3,0.61
+LIWC-inplace_NONFLU,9369,1,0.59
+Levin-change_Learn verbs,9299,141,0.58
+LIWC-inplace_SAD,9303,69,0.56
+LIWC-inplace_NUMBER,9286,42,0.52
+LIWC-change_PRONOUN,9163,9,0.52
+LIWC-change_IPRON,9139,8,0.52
+Levin-inplace_Avoid verbs,9096,12,0.5
+LIWC-inplace_FOCUSPAST,9085,20,0.5
+Levin-change_verbs of Assessment,8973,34,0.48
+LIWC-change_AFFECT,8928,3450,0.47
+LIWC-change_FRIEND,8939,51,0.47
+LIWC-change_QUANT,8891,174,0.47
+LIWC-inplace_ANX,8787,117,0.46
+Levin-inplace_verbs of Contact: Touch verbs,8755,247,0.45
+LIWC-inplace_POSEMO,8772,2812,0.43
+Levin-change_Aspectual verbs,8654,45,0.41
+LIWC-change_MONEY,8636,304,0.4
+LIWC-change_POSEMO,8596,2812,0.39
+LIWC-change_SEXUAL,8494,10,0.39
+Levin-inplace_Engendered verbs,8508,2,0.38
+LIWC-inplace_ARTICLE,8442,46,0.38
+LIWC-inplace_AFFECT,8364,3450,0.38
+LIWC-change_MALE,8355,2357,0.38
+LIWC-change_FEMALE,8308,3521,0.38
+Levin-inplace_Aspectual verbs,8253,45,0.38
+LIWC-change_FUNCTION,8296,126,0.36
+LIWC-change_FEEL,8210,608,0.36
+LIWC-inplace_NETSPEAK,8124,174,0.36
+LIWC-inplace_FOCUSFUTURE,8058,141,0.35
+LIWC-change_TIME,8022,386,0.34
+Levin-change_verbs of Separating and Disassembling,8037,866,0.34
+LIWC-inplace_INSIGHT,7963,103,0.34
+Levin-change_verbs of Desire,7994,52,0.33
+Levin-change_verbs of Contact: Touch verbs,7889,247,0.32
+Levin-inplace_Learn verbs,7798,141,0.32
+LIWC-change_SEE,7811,1624,0.32
+LIWC-inplace_CERTAIN,7821,45,0.32
+LIWC-change_REWARD,7709,915,0.32
+Levin-inplace_verbs of Body-Internal Motion,7658,182,0.3
+Levin-inplace_verbs of Lingering and Rushing,7617,30,0.3
+LIWC-change_RISK,7630,138,0.3
+LIWC-change_NETSPEAK,7517,174,0.3
+LIWC-change_COGPROC,7552,854,0.29
+LIWC-change_DEATH,7439,236,0.29
+LIWC-change_ANX,7362,117,0.29
+Levin-change_verbs of Contact by Impact,7375,731,0.28
+LIWC-inplace_HEAR,7393,634,0.28
+"Levin-change_verbs of Appearance, Disappearance, and Occurrence",7351,1255,0.27
+LIWC-change_SAD,7139,69,0.27
+LIWC-change_NEGEMO,7165,638,0.27
+LIWC-change_AFFILIATION,7041,1865,0.26
+Levin-change_verbs of Coloring,7116,127,0.26
+LIWC-change_RELATIV,7012,22692,0.25
+LIWC-change_NUMBER,7029,42,0.25
+LIWC-change_SOCIAL,6916,10553,0.24
+LIWC-change_INFORMAL,6907,946,0.23
+LIWC-change_INGEST,6890,591,0.23
+LIWC-change_PERCEPT,6912,2975,0.23
+LIWC-inplace_MONEY,6783,304,0.23
+Levin-inplace_verbs of Separating and Disassembling,6814,866,0.23
+LIWC-change_ADVERB,6719,12,0.23
+Levin-change_verbs of Exerting Force: Push/Pull Verbs,6650,326,0.23
+Levin-change_verbs of Ingesting,6587,282,0.21
+Levin-change_Lodge verbs,6543,39,0.21
+Levin-inplace_verbs of Contact by Impact,6538,731,0.21
+Levin-change_Judgement verbs,6434,676,0.21
+LIWC-inplace_DISCREP,6491,6,0.21
+Levin-inplace_Measure verbs,6484,3268,0.2
+LIWC-inplace_AUXVERB,6315,58,0.2
+LIWC-inplace_DRIVES,6213,4711,0.19
+LIWC-inplace_TENTAT,6219,126,0.19
+LIWC-change_FILLER,6226,769,0.19
+Levin-inplace_verbs of Killing,6132,313,0.19
+Levin-change_verbs of Change of State,6087,2521,0.19
+Levin-inplace_verbs of Communication,6100,1469,0.19
+LIWC-inplace_INFORMAL,6111,946,0.19
+LIWC-change_POWER,6023,1532,0.19
+LIWC-change_MOTION,5980,14245,0.18
+Levin-change_verbs of Body-Internal Motion,5836,182,0.18
+Levin-change_verbs of Perception,5876,1148,0.18
+LIWC-change_TENTAT,5856,126,0.16
+LIWC-change_INSIGHT,5841,103,0.16
+LIWC-inplace_SOCIAL,5731,10553,0.16
+LIWC-inplace_COMPARE,5751,8,0.16
+Levin-change_verbs of Communication,5604,1469,0.16
+Levin-inplace_verbs of Creation and Transformation,5566,6991,0.15
+Levin-inplace_verbs of Ingesting,5449,282,0.15
+Levin-change_verbs of Killing,5455,313,0.15
+Levin-change_verbs of Cutting,5509,242,0.15
+Levin-inplace_Lodge verbs,5463,39,0.14
+LIWC-inplace_QUANT,5460,174,0.14
+LIWC-inplace_FUNCTION,5344,126,0.14
+LIWC-inplace_ADJ,5297,227,0.14
+Levin-inplace_verbs of Throwing,5251,1135,0.14
+Levin-change_Image Creation verbs,5167,369,0.14
+Levin-inplace_verbs of Exerting Force: Push/Pull Verbs,5196,326,0.14
+Levin-inplace_verbs of Perception,5152,1148,0.13
+Levin-change_Weather verbs,5204,281,0.13
+Levin-inplace_verbs of Psychological State,5067,4847,0.13
+LIWC-change_HEALTH,4957,570,0.13
+LIWC-inplace_POWER,4979,1532,0.13
+LIWC-inplace_TIME,4773,386,0.13
+Levin-change_verbs of Psychological State,4893,4847,0.13
+LIWC-inplace_DEATH,4772,236,0.13
+Levin-change_verbs of Combining and Attaching,4780,468,0.12
+LIWC-change_VERB,4728,20331,0.12
+Levin-inplace_verbs of Sounds Made by Animals,4735,200,0.12
+Levin-inplace_verbs of Assuming a Position,4641,11038,0.12
+LIWC-inplace_AFFILIATION,4602,1865,0.12
+Levin-change_verbs of Creation and Transformation,4634,6991,0.11
+Levin-inplace_verbs of Existence,4410,18879,0.11
+LIWC-inplace_SEE,4422,1624,0.11
+Levin-change_verbs of Emission,4328,706,0.1
+Levin-inplace_verbs of Combining and Attaching,4390,468,0.1
+"Levin-inplace_verbs of Appearance, Disappearance, and Occurrence",4313,1255,0.1
+Levin-change_verbs of Social Interaction,4205,2385,0.1
+LIWC-inplace_FAMILY,4226,678,0.09
+LIWC-inplace_BIO,4215,1771,0.09
+LIWC-change_HEAR,4096,634,0.09
+Levin-change_verbs of Sounds Made by Animals,4114,200,0.08
+LIWC-inplace_FRIEND,4081,51,0.08
+Levin-change_verbs of Assuming a Position,3972,11038,0.08
+Levin-inplace_Image Creation verbs,3969,369,0.08
+Levin-change_Measure verbs,3882,3268,0.08
+LIWC-change_BIO,3829,1771,0.08
+LIWC-inplace_HOME,3727,1069,0.08
+Levin-change_verbs of Motion,3769,13285,0.08
+Levin-inplace_verbs of Removing,3757,1431,0.07
+LIWC-inplace_INGEST,3784,591,0.07
+LIWC-inplace_BODY,3688,900,0.07
+Levin-change_verbs of Removing,3557,1431,0.07
+LIWC-inplace_NEGEMO,3464,638,0.07
+LIWC-inplace_MALE,3565,2357,0.07
+Levin-inplace_verbs of Grooming and Bodily Care,3545,831,0.07
+Levin-change_verbs of Grooming and Bodily Care,3369,831,0.07
+Levin-inplace_Judgement verbs,3424,676,0.07
+Levin-inplace_verbs of Emission,3388,706,0.07
+LIWC-change_ANGER,3319,218,0.06
+Levin-inplace_verbs of Change of Possession,3211,2096,0.06
+LIWC-inplace_ACHIEV,3156,1437,0.06
+_concret-inplace,3192,33799,0.06
+Levin-inplace_verbs of Coloring,3188,127,0.06
+_POS-o,3136,7003,0.06
+LIWC-change_WORK,3059,1662,0.06
+LIWC-inplace_ADVERB,2935,12,0.06
+_concret-change,2918,33799,0.06
+LIWC-change_HOME,2919,1069,0.06
+LIWC-change_BODY,2851,900,0.06
+LIWC-inplace_MOTION,2807,14245,0.06
+LIWC-change_FAMILY,2736,678,0.05
+Levin-inplace_verbs of Desire,2726,52,0.05
+Levin-change_Avoid verbs,2684,12,0.05
+LIWC-change_DRIVES,2647,4711,0.05
+LIWC-inplace_HEALTH,2591,570,0.05
+_cosine-sim,2514,33799,0.05
+Levin-change_verbs of Change of Possession,2523,2096,0.05
+Levin-inplace_verbs of Motion,2462,13285,0.05
+LIWC-inplace_FILLER,2399,769,0.05
+Levin-inplace_Hold and Keep verbs,2299,1496,0.05
+Levin-inplace_verbs of Sending and Carrying,2293,2938,0.04
+LIWC-change_ACHIEV,2246,1437,0.04
+Levin-inplace_Weather verbs,2266,281,0.04
+Levin-change_verbs of Existence,2157,18879,0.04
+LIWC-inplace_RISK,2106,138,0.04
+LIWC-change_SPACE,2096,8039,0.04
+LIWC-change_LEISURE,2072,6089,0.04
+LIWC-inplace_FEEL,2017,608,0.03
+LIWC-inplace_LEISURE,2005,6089,0.03
+Levin-inplace_verbs of Cutting,1993,242,0.03
+Levin-inplace_verbs of Searching,1843,1043,0.03
+Levin-change_verbs of Sending and Carrying,1853,2938,0.03
+Levin-change_verbs of Searching,1836,1043,0.03
+LIWC-inplace_FOCUSPRESENT,1782,19781,0.03
+_POS-s,1711,5264,0.03
+Levin-inplace_verbs Involving the Body,1711,3582,0.02
+LIWC-inplace_CAUSE,1633,576,0.02
+Levin-inplace_verbs of Change of State,1575,2521,0.02
+LIWC-inplace_PERCEPT,1557,2975,0.02
+LIWC-inplace_PRONOUN,1430,9,0.02
+LIWC-inplace_IPRON,1373,8,0.02
+Levin-change_verbs of Concealment,1346,59,0.02
+Levin-change_verbs with Predicative Complements,1388,3424,0.02
+LIWC-change_FOCUSFUTURE,1312,141,0.02
+Levin-change_Hold and Keep verbs,1308,1496,0.01
+Levin-change_verbs of Throwing,1235,1135,0.01
+Levin-change_verbs of Putting,1145,12063,0.01
+Levin-inplace_verbs of Social Interaction,1079,2385,0.01
+LIWC-inplace_SPACE,1102,8039,0.01
+LIWC-inplace_VERB,1084,20331,0.01
+LIWC-change_FOCUSPRESENT,1010,19781,0.01
+Levin-inplace_verbs of Putting,967,12063,0.01
+LIWC-inplace_REWARD,915,915,0.01
+LIWC-inplace_FEMALE,840,3521,0.01
+LIWC-inplace_COGPROC,799,854,0.01
+Levin-change_verbs Involving the Body,736,3582,0.0
+LIWC-inplace_RELATIV,748,22692,0.0
+Levin-inplace_verbs of Assessment,682,34,0.0
+LIWC-inplace_WORK,657,1662,0.0
+Levin-inplace_verbs with Predicative Complements,592,3424,0.0
+_POS-v,579,21532,0.0
+LIWC-change_ADJ,539,227,0.0
+LIWC-inplace_RELIG,502,2,0.0
+LIWC-change_ARTICLE,489,46,0.0
+LIWC-inplace_PPRON,483,1,0.0
+LIWC-change_YOU,483,1,0.0
+LIWC-change_RELIG,472,2,0.0
+LIWC-inplace_YOU,448,1,0.0
+LIWC-change_PREP,515,1,0.0
+Levin-change_Engendered verbs,443,2,0.0
+LIWC-change_PPRON,462,1,0.0
+LIWC-change_NONFLU,489,1,0.0
+Levin-inplace_Poke verbs,451,3,0.0

svo_probes_with_scores.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:37a2f574cba58b25fb1dd2b69ca3fcc88928eb8fd6d63a5c6f8cff5776559688
+size 16054527

words_counter_LAION.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05273bf549680d4acfb9a0d4d00ec8c733cb5d1f16ace839458b783d1742a796
+size 20990147