Finance Proposition Bank

Format	CoNLL-U
License	CDLA-Sharing
Domain	Natural Language Processing
Number of Records	~1,000 annotated sentences corresponding to ~50,000 words
Size	2.9MB
Author	Sanjana Sahayaraj, Dulce Ponceleon, Huaiyu Zhu, Yunyao Li, Marina Danilevsky, Rajasekar Krishnamurthy
Data Origin	IBM Research
Dataset Version	Version 1 - September 12, 2019
Dataset Coverage	This dataset contains labeled sentences from IBM’s publicly available annual financial reports. These sentences are obtained from sections such as "Management’s Discussion" and "Analysis of Financial Conditions" and "Results of Operations" and "Quantitative and Qualitative Disclosures About Market Risk".
Business Use Case	Linguistics Train a chatbot to analyze financial reports and facilitate identifying the who, what, where, and when in a report.

Labeled Sentence
#We intend to pursue this strategy by growing profitably ; acquiring and expanding targeted client relationships ; effectively managing risk and rewards ; maintaining financial strength ; and engaging , retaining , and inspiring our diverse and high - performing workforce .
1 We we _ PRP _ 2 nsubj _ _ A0 A0 _ _ _ _ _ _ _ A0 _
2 intend intend _ VBP _ 0 root Y intend.01 _ _ _ _ _ _ _ _ _ _ _
3 to to _ TO _ 4 mark _ _ _ _ _ _ _ _ _ _ _ _ _
4 pursue pursue _ VB _ 2 xcomp Y pursue.01 A1 _ _ _ _ _ _ _ _ _ _
5 this this _ DT _ 6 det _ _ _ _ _ _ _ _ _ _ _ _ _
6 strategy strategy _ NN _ 4 dobj _ _ _ A1 _ _ _ _ _ _ _ _ _
7 by by _ IN _ 8 mark _ _ _ _ _ _ _ _ _ _ _ _ _
8 growing grow _ VBG _ 4 advcl Y grow.01 _ AM-MNR _ _ _ _ _ _ _ _ _
9 profitably profitably _ RB _ 8 advmod _ _ _ _ AM-MNR _ _ _ _ _ _ _ _
10 ; ; _ : _ 11 punct _ _ _ _ _ _ _ _ _ _ _ _ _
11 acquiring acquire _ NN _ 8 conj _ _ _ _ _ _ _ _ _ _ _ _ _
12 and and _ CC _ 8 cc _ _ _ _ _ _ _ _ _ _ _ _ _
13 expanding expand _ VBG _ 8 conj Y expand.01 _ _ _ _ _ _ _ _ _ _ _
14 targeted target _ VBN _ 16 amod _ _ _ _ _ _ _ _ _ _ _ _ _
15 client client _ NN _ 16 compound _ _ _ _ _ _ _ _ _ _ _ _ _
16 relationships relationship _ NNS _ 13 dobj _ _ _ _ _ _ A1 _ _ _ _ _ _
17 ; ; _ : _ 13 xcomp _ _ _ _ _ _ _ _ _ _ _ _ _
18 effectively effectively _ RB _ 19 advmod _ _ _ _ _ _ _ AM-MNR _ _ _ _ _
19 managing manage _ VBG _ 20 amod Y manage.01 _ _ _ _ _ _ _ _ _ _ _
20 risk risk _ NN _ 24 compound _ _ _ _ _ _ _ _ A0 _ _ _ _
21 and and _ CC _ 20 cc _ _ _ _ _ _ _ _ _ _ _ _ _
22 rewards reward _ NNS _ 20 conj _ _ _ _ _ _ _ _ _ _ _ _ _
23 ; ; _ : _ 24 punct _ _ _ _ _ _ _ _ _ _ _ _ _
24 maintaining maintain _ VBG _ 13 advcl Y maintain.01 _ _ _ A1 _ _ _ _ _ _ _
25 financial financial _ JJ _ 26 amod _ _ _ _ _ _ _ _ _ _ _ _ _
26 strength strength _ NN _ 24 dobj _ _ _ _ _ _ _ _ A1 _ _ _ _
27 ; ; _ : _ 24 punct _ _ _ _ _ _ _ _ _ _ _ _ _
28 and and _ CC _ 24 cc _ _ _ _ _ _ _ _ _ _ _ _ _
29 engaging engage _ VBG _ 24 conj Y engage.01 _ _ _ _ _ _ _ _ _ _ _
30 , , _ , _ 29 dobj _ _ _ _ _ _ _ _ _ _ _ _ _
31 retaining retain _ VBG _ 29 xcomp Y retain.01 _ _ _ _ _ _ _ _ _ _ _
32 , , _ , _ 4 punct _ _ _ _ _ _ _ _ _ _ _ _ _
33 and and _ CC _ 4 cc _ _ _ _ _ _ _ _ _ _ _ _ _
34 inspiring inspire _ VBG _ 4 conj Y inspire.01 _ _ _ _ _ _ _ _ _ _ _
35 our our _ PRP$ _ 36 other _ _ _ _ _ _ _ _ _ _ _ _ _
36 diverse diverse _ JJ _ 34 dobj _ _ _ _ _ _ _ _ _ A1 _ A1 _
37 and and _ CC _ 36 cc _ _ _ _ _ _ _ _ _ _ _ _ _
38 high high _ JJ _ 36 conj _ _ _ _ _ _ _ _ _ _ _ _ _
39 - - _ : _ 40 punct _ _ _ _ _ _ _ _ _ _ _ _ _
40 performing perform _ VBG _ 4 advcl _ _ _ AM-PRD _ _ _ _ _ _ _ _ _
41 workforce workforce _ NN _ 40 dobj _ _ _ _ _ _ _ _ _ _ _ _ A1
42 . . _ . _ 2 punct _ _ _ _ _ _ _ _ _ _ _ _ _

#The financial investment portfolio objective is to invest in securities to preserve principal while maximizing yields , without significantlyincreasing risk .
1 The the _ DT _ 5 det _ _ _ _ _ _
2 financial financial _ JJ _ 5 amod _ _ _ _ _ _
3 investment investment _ NN _ 4 compound _ _ _ _ _ _
4 portfolio portfolio _ NN _ 5 compound _ _ _ _ _ _
5 objective objective _ NN _ 6 nsubj _ _ A1 _ _ _
6 is be _ VBZ _ 0 root Y be.01 _ _ _ _
7 to to _ TO _ 8 mark _ _ _ _ _ _
8 invest invest _ VB _ 6 ccomp Y invest.01 A2 _ _ _
9 in in _ IN _ 10 case _ _ _ _ _ _
10 securities security _ NNS _ 8 nmod _ _ _ A2 _ _
11 to to _ TO _ 12 mark _ _ _ _ _ _
12 preserve preserve _ VB _ 8 advcl Y preserve.01 _ _ _ _
13 principal principal _ JJ _ 12 dobj _ _ _ _ A1 _
14 while while _ IN _ 15 mark _ _ _ _ _ _
15 maximizing maximize _ VBG _ 13 advcl Y maximize.01 _ _ AM-TMP _
16 yields yield _ NNS _ 15 dobj _ _ _ _ _ A1
17 , , _ , _ 12 punct _ _ _ _ _ _
18 without without _ IN _ 20 case _ _ _ _ _ _
19 significantlyincreasing significantlyincreasing _ JJ _ 20 amod _ _ _ _ _ _
20 risk risk _ NN _ 12 nmod _ _ _ _ AM-MNR _
21 . . _ . _ 6 punct _ _ _ _ _ _

Feature	Description
ID	Token counter, starting at 1 for each new sentence.
LEMMA	Lemma or stem (depending on the particular treebank) of word form, or an underscore if not available. Like for the FORM, the values for Arabic are concatenations of two scripts.
CPOS	Coarse-grained part-of-speech tag, where the tagset depends on the treebank.
POSTAG	Fine-grained part-of-speech tag, where the tagset depends on the treebank. It is identical to the CPOSTAG value if no POSTAG is available from the original treebank.
FEATS	Unordered set of syntactic and/or morphological features (depending on the particular treebank), or an underscore if not available. Set members are separated by a vertical bar (\|).
HEAD	Head of the current token, which is either a value of ID, or zero (’0’) if the token links to the virtual root node of the sentence. Note that depending on the original treebank annotation, there may be multiple tokens with a HEAD value of zero.
DEPREL	Dependency relation to the HEAD. The set of dependency relations depends on the particular treebank. The dependency relation of a token with HEAD=0 may be meaningful or simply ’ROOT’ (also depending on the treebank).
PHEAD	Projective head of current token, which is either a value of ID or zero (’0’), or an underscore if not available. The dependency structure resulting from the PHEAD column is guaranteed to be projective (but is not available for all data sets), whereas the structure resulting from the HEAD column will be non-projective for some sentences of some languages (but is always available).
PDEPREL	Dependency relation to the PHEAD, or an underscore if not available.
FORM	Word form or punctuation symbol. For the Arabic data only, FORM is a concatenation of the word in Arabic script and its transliteration in Latin script, separated by an underscore. This representation is meant to suit both those that do and those that do not read Arabic.