id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
40,864 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123131.130 | 14.434 | 29.739 | 60.960 | -71 | -100 | -76 | -77 | -76 | -66 | -82 | -70 |
| B | 1724123345.123 | 100.192 | 73.823 | 60.960 | -100 | -79 | -75 | -78 | -76 | -81 | -76 | -71 |
| C | 1724123069.146 | 36.511 | 7.312 | 60.960 | -78 | -81 | -82 | -81 | -80 | -78 | -80 | -69 |
| D | 1724123498.139 | 29.718 | 54.130 | 60.960 | -100 | -78 | -79 | -75 | -79 | -80 | -75 | -69 |
| E | 1724123196.136 | 69.625 | 21.498 | 60.960 | -74 | -80 | -81 | -77 | -78 | -72 | -74 | -66 |
| F | 1724123190.129 | 73.870 | 19.959 | 60.960 | -79 | -81 | -84 | -77 | -79 | -78 | -68 | -62 |
| G | 1724123062.146 | 32.265 | 8.042 | 60.960 | -100 | -81 | -79 | -75 | -81 | -75 | -80 | -79 |
| H | 1724123100.185 | 101.890 | 63.711 | 60.960 | -70 | -75 | -74 | -73 | -74 | -82 | -75 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123235.139
- **Target RSSI fingerprint:** [-100, -73, -76, -75, -77, -65, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321661005533212,
10.297813415527344,
60.96
] | 8 |
24,314 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937778.150 | 5.094 | 38.285 | 30.480 | -67 | -67 | -70 | -66 | -66 | -79 | -60 | -57 |
| B | 1725937582.152 | 72.171 | 9.236 | 30.480 | -85 | -81 | -71 | -85 | -83 | -100 | -81 | -68 |
| C | 1725937987.160 | 25.472 | 56.213 | 30.480 | -65 | -65 | -73 | -64 | -62 | -65 | -58 | -62 |
| D | 1725937647.114 | 50.095 | 9.608 | 30.480 | -86 | -82 | -79 | -85 | -85 | -77 | -85 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937633.175
- **Target RSSI fingerprint:** [-82, -84, -73, -83, -85, -71, -82, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.434760459874504,
68.36898803710938,
30.48
] | 4 |
5,159 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833756.172 | 36.510 | 34.596 | 60.960 | -95 | -88 | -90 | -78 | -88 | -89 | -82 | -88 |
| B | 1722833669.149 | 83.208 | 51.927 | 60.960 | -90 | -86 | -87 | -73 | -87 | -87 | -80 | -81 |
| C | 1722833992.158 | 126.510 | 57.567 | 60.960 | -80 | -83 | -77 | -83 | -72 | -81 | -87 | -78 |
| D | 1722833696.155 | 123.114 | 69.656 | 60.960 | -81 | -100 | -83 | -90 | -83 | -70 | -82 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833568.140
- **Target RSSI fingerprint:** [-91, -86, -88, -78, -80, -86, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92500448740012,
61.932854652404785,
60.96
] | 4 |
1,931 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841346.172 | 26.321 | 136.114 | 60.960 | -75 | -75 | -82 | -71 | -77 | -73 | -76 | -73 |
| B | 1722841318.162 | 101.888 | 173.882 | 60.960 | -74 | -75 | -73 | -76 | -71 | -76 | -73 | -70 |
| C | 1722841360.170 | 25.472 | 109.773 | 60.960 | -90 | -80 | -78 | -75 | -75 | -85 | -72 | -79 |
| D | 1722841324.161 | 90.001 | 194.464 | 60.960 | -76 | -84 | -80 | -86 | -77 | -75 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841284.158
- **Target RSSI fingerprint:** [-77, -82, -73, -77, -70, -77, -68, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844359317571,
91.97699069976807,
60.96
] | 4 |
898 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007945.154 | 154.529 | 19.083 | 51.816 | -85 | -78 | -72 | -78 | -74 | -83 | -81 | -79 |
| B | 1723008711.154 | 205.473 | 1.964 | 51.816 | -100 | -100 | -85 | -99 | -89 | -100 | -103 | -96 |
| C | 1723008405.149 | 155.378 | 5.852 | 51.816 | -86 | -82 | -89 | -76 | -88 | -85 | -83 | -73 |
| D | 1723008098.152 | 50.944 | 40.886 | 51.816 | -78 | -85 | -100 | -75 | -85 | -76 | -78 | -73 |
| E | 1723008306.149 | 137.548 | 43.261 | 51.816 | -83 | -78 | -100 | -82 | -100 | -75 | -69 | -65 |
| F | 1723008509.152 | 154.529 | 10.125 | 51.816 | -84 | -77 | -74 | -84 | -76 | -86 | -75 | -64 |
| G | 1723008364.142 | 74.717 | 87.651 | 51.816 | -79 | -85 | -71 | -86 | -75 | -82 | -73 | -78 |
| H | 1723008417.140 | 102.737 | 0.425 | 51.816 | -76 | -79 | -88 | -73 | -85 | -82 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007978.147
- **Target RSSI fingerprint:** [-84, -87, -81, -86, -81, -70, -83, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90622101337236,
36.002535820007324,
51.816
] | 8 |
36,223 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690154.148 | 160.477 | 54.090 | 42.672 | -88 | -85 | -81 | -86 | -84 | -74 | -84 | -77 |
| B | 1723689693.134 | 231.800 | 94.950 | 42.672 | -81 | -74 | -100 | -100 | -71 | -86 | -81 | -73 |
| C | 1723690267.162 | 11.887 | 72.005 | 42.672 | -92 | -100 | -84 | -81 | -100 | -100 | -80 | -100 |
| D | 1723689920.145 | 166.421 | 100.616 | 42.672 | -86 | -83 | -77 | -75 | -87 | -88 | -82 | -91 |
| E | 1723689928.149 | 136.703 | 74.460 | 42.672 | -78 | -78 | -79 | -78 | -79 | -88 | -75 | -73 |
| F | 1723689966.162 | 200.384 | 94.896 | 42.672 | -78 | -80 | -75 | -80 | -100 | -86 | -100 | -86 |
| G | 1723690044.306 | 150.288 | 89.761 | 42.672 | -87 | -100 | -82 | -77 | -82 | -76 | -82 | -81 |
| H | 1723689703.145 | 209.724 | 138.198 | 42.672 | -85 | -81 | -73 | -73 | -67 | -80 | -84 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690240.172
- **Target RSSI fingerprint:** [-100, -100, -81, -77, -100, -85, -70, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58692695535656,
46.685190200805664,
42.672000000000004
] | 8 |
28,772 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937807.150 | 65.378 | 10.404 | 30.480 | -67 | -79 | -100 | -100 | -100 | -75 | -67 | -100 |
| B | 1725937618.147 | 85.756 | 50.998 | 30.480 | -69 | -71 | -71 | -60 | -72 | -67 | -71 | -72 |
| C | 1725937604.138 | 95.096 | 19.813 | 30.480 | -83 | -85 | -77 | -77 | -61 | -80 | -74 | -76 |
| D | 1725937851.183 | 66.227 | 74.765 | 30.480 | -79 | -85 | -78 | -70 | -70 | -83 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938003.160
- **Target RSSI fingerprint:** [-100, -64, -67, -66, -75, -59, -80, -55]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396272026278543,
36.135239601135254,
30.48
] | 4 |
9,052 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840827.175 | 32.264 | 100.523 | 60.960 | -80 | -75 | -75 | -84 | -73 | -79 | -79 | -67 |
| B | 1722841356.170 | 13.585 | 122.738 | 60.960 | -80 | -76 | -79 | -78 | -74 | -81 | -79 | -77 |
| C | 1722840907.181 | 101.038 | 173.006 | 60.960 | -77 | -86 | -76 | -80 | -71 | -71 | -79 | -72 |
| D | 1722840618.176 | 2.547 | 3.596 | 60.960 | -84 | -95 | -80 | -90 | -88 | -100 | -82 | -84 |
| E | 1722840823.178 | 45.849 | 86.125 | 60.960 | -75 | -75 | -100 | -76 | -82 | -74 | -100 | -66 |
| F | 1722840980.155 | 112.076 | 152.662 | 60.960 | -79 | -89 | -73 | -79 | -71 | -71 | -78 | -70 |
| G | 1722841545.191 | 1.698 | 0.000 | 60.960 | -98 | -99 | -81 | -90 | -98 | -100 | -82 | -92 |
| H | 1722841151.151 | 14.434 | 121.968 | 60.960 | -81 | -73 | -83 | -80 | -73 | -77 | -83 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840981.184
- **Target RSSI fingerprint:** [-79, -87, -70, -78, -70, -71, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.62344441242622,
154.16198253631592,
60.96
] | 8 |
4,897 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828694.173 | 90.850 | 42.903 | 42.672 | -87 | -90 | -80 | -86 | -84 | -86 | -84 | -79 |
| B | 1722828724.156 | 100.189 | 89.947 | 42.672 | -95 | -88 | -81 | -82 | -82 | -79 | -91 | -75 |
| C | 1722828789.162 | 78.114 | 73.412 | 42.672 | -87 | -90 | -89 | -85 | -85 | -88 | -74 | -78 |
| D | 1722828705.160 | 112.925 | 52.299 | 42.672 | -85 | -91 | -81 | -85 | -83 | -85 | -77 | -79 |
| E | 1722828918.137 | 107.831 | 83.537 | 42.672 | -89 | -84 | -86 | -84 | -81 | -73 | -83 | -76 |
| F | 1722828902.162 | 112.925 | 55.457 | 42.672 | -87 | -89 | -80 | -89 | -87 | -79 | -85 | -78 |
| G | 1722828426.155 | 65.378 | 10.218 | 42.672 | -95 | -102 | -103 | -89 | -83 | -88 | -83 | -97 |
| H | 1722828586.159 | 49.246 | 53.626 | 42.672 | -91 | -82 | -83 | -89 | -87 | -77 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828489.150
- **Target RSSI fingerprint:** [-83, -85, -86, -84, -83, -72, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22687983219514,
59.968838691711426,
42.672000000000004
] | 8 |
27,516 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939732.139 | 5.943 | 52.484 | 42.672 | -84 | -76 | -60 | -77 | -73 | -72 | -68 | -72 |
| B | 1725939364.147 | 77.265 | 71.872 | 42.672 | -63 | -100 | -78 | -100 | -100 | -74 | -74 | -64 |
| C | 1725939312.127 | 18.679 | 19.242 | 42.672 | -87 | -74 | -81 | -75 | -77 | -71 | -79 | -81 |
| D | 1725939811.146 | 35.661 | 55.921 | 42.672 | -77 | -74 | -100 | -74 | -74 | -71 | -74 | -67 |
| E | 1725939531.160 | 7.642 | 55.523 | 42.672 | -82 | -75 | -56 | -75 | -72 | -72 | -67 | -69 |
| F | 1725939389.143 | 93.397 | 29.182 | 42.672 | -81 | -76 | -83 | -69 | -71 | -71 | -75 | -61 |
| G | 1725939430.149 | 5.943 | 25.625 | 42.672 | -86 | -76 | -73 | -74 | -67 | -80 | -75 | -83 |
| H | 1725939354.148 | 45.001 | 103.244 | 42.672 | -70 | -76 | -81 | -78 | -75 | -74 | -75 | -68 |
| I | 1725939551.148 | 22.076 | 124.702 | 42.672 | -69 | -76 | -83 | -77 | -76 | -77 | -72 | -69 |
| J | 1725939735.132 | 8.491 | 65.569 | 42.672 | -79 | -76 | -61 | -73 | -78 | -72 | -70 | -71 |
| K | 1725939711.150 | 46.699 | 12.222 | 42.672 | -88 | -73 | -83 | -70 | -76 | -71 | -74 | -79 |
| L | 1725939542.161 | 19.529 | 113.568 | 42.672 | -72 | -79 | -71 | -77 | -79 | -79 | -73 | -70 |
| M | 1725939335.149 | 13.585 | 87.730 | 42.672 | -80 | -77 | -57 | -73 | -77 | -71 | -69 | -67 |
| N | 1725939256.145 | 97.643 | 16.668 | 42.672 | -90 | -79 | -85 | -75 | -68 | -73 | -68 | -68 |
| O | 1725939755.138 | 21.227 | 125.538 | 42.672 | -72 | -79 | -81 | -78 | -76 | -79 | -71 | -72 |
| P | 1725939366.151 | 84.907 | 64.746 | 42.672 | -68 | -79 | -85 | -77 | -79 | -74 | -73 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939561.146
- **Target RSSI fingerprint:** [-66, -68, -81, -74, -70, -75, -75, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58569343664947,
93.0518913269043,
42.672000000000004
] | 16 |
2,564 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002970.135 | 99.340 | 48.862 | 51.816 | -76 | -76 | -83 | -80 | -83 | -77 | -71 | -62 |
| B | 1723003328.139 | 16.981 | 85.926 | 51.816 | -74 | -86 | -84 | -87 | -90 | -90 | -82 | -73 |
| C | 1723003169.162 | 132.454 | 15.460 | 51.816 | -84 | -86 | -79 | -85 | -77 | -80 | -85 | -80 |
| D | 1723002935.136 | 89.152 | 11.240 | 51.816 | -78 | -77 | -78 | -83 | -70 | -79 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003317.153
- **Target RSSI fingerprint:** [-81, -89, -79, -86, -73, -74, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.0759150970554,
90.34473419189453,
51.816
] | 4 |
36,361 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696519.125 | 60.285 | 67.029 | 42.672 | -86 | -79 | -82 | -86 | -83 | -82 | -76 | -71 |
| B | 1723696648.150 | 101.890 | 88.341 | 42.672 | -83 | -100 | -77 | -81 | -71 | -80 | -71 | -100 |
| C | 1723696791.145 | 23.774 | 36.666 | 42.672 | -72 | -80 | -76 | -71 | -80 | -68 | -70 | -67 |
| D | 1723696387.162 | 83.210 | 20.463 | 42.672 | -78 | -80 | -68 | -73 | -77 | -73 | -71 | -68 |
| E | 1723696882.166 | 19.529 | 46.579 | 42.672 | -75 | -73 | -100 | -80 | -79 | -71 | -78 | -62 |
| F | 1723696774.142 | 68.776 | 41.271 | 42.672 | -82 | -77 | -100 | -81 | -82 | -77 | -100 | -64 |
| G | 1723696815.134 | 85.758 | 83.404 | 42.672 | -82 | -100 | -72 | -74 | -81 | -74 | -68 | -74 |
| H | 1723696832.143 | 121.419 | 54.634 | 42.672 | -100 | -74 | -71 | -72 | -71 | -77 | -71 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696736.171
- **Target RSSI fingerprint:** [-85, -77, -70, -73, -83, -70, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56863982508327,
18.4989070892334,
42.672000000000004
] | 8 |
34,924 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689601.145 | 110.381 | 34.118 | 42.672 | -89 | -87 | -81 | -81 | -76 | -80 | -76 | -81 |
| B | 1723690045.141 | 153.685 | 93.277 | 42.672 | -84 | -79 | -82 | -100 | -82 | -77 | -80 | -87 |
| C | 1723689942.308 | 137.552 | 44.429 | 42.672 | -82 | -77 | -86 | -73 | -82 | -82 | -78 | -84 |
| D | 1723690247.154 | 25.473 | 62.052 | 42.672 | -82 | -100 | -67 | -82 | -73 | -78 | -87 | -76 |
| E | 1723689909.167 | 205.479 | 135.650 | 42.672 | -88 | -85 | -88 | -85 | -84 | -86 | -88 | -83 |
| F | 1723689573.002 | 11.038 | 76.729 | 42.672 | -77 | -100 | -69 | -100 | -75 | -76 | -83 | -74 |
| G | 1723690180.124 | 229.253 | 101.200 | 42.672 | -86 | -80 | -86 | -80 | -100 | -87 | -84 | -86 |
| H | 1723690231.158 | 100.192 | 27.642 | 42.672 | -100 | -100 | -80 | -86 | -73 | -77 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689838.145
- **Target RSSI fingerprint:** [-82, -82, -100, -76, -73, -75, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51379878765403,
70.51878929138184,
42.672000000000004
] | 8 |
1,731 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -91 | -95 | -89 | -88 | -91 | -100 | -85 |
| B | 1723010062.147 | 73.019 | 69.869 | 60.960 | -82 | -81 | -84 | -81 | -76 | -81 | -70 | -76 |
| C | 1723009852.150 | 40.755 | 84.705 | 60.960 | -100 | -100 | -82 | -80 | -70 | -74 | -72 | -78 |
| D | 1723009622.154 | 198.681 | 2.535 | 60.960 | -97 | -84 | -91 | -92 | -100 | -95 | -100 | -90 |
| E | 1723009808.164 | 150.284 | 6.556 | 60.960 | -87 | -74 | -72 | -68 | -100 | -65 | -84 | -59 |
| F | 1723009882.174 | 44.151 | 11.479 | 60.960 | -79 | -100 | -73 | -69 | -65 | -66 | -70 | -79 |
| G | 1723010064.151 | 69.623 | 79.158 | 60.960 | -80 | -72 | -78 | -75 | -65 | -79 | -69 | -73 |
| H | 1723009842.218 | 67.076 | 86.523 | 60.960 | -85 | -82 | -80 | -81 | -75 | -85 | -66 | -74 |
| I | 1723010180.160 | 29.717 | 41.589 | 60.960 | -90 | -77 | -89 | -83 | -65 | -77 | -72 | -70 |
| J | 1723009933.163 | 135.850 | 46.672 | 60.960 | -89 | -78 | -72 | -71 | -77 | -71 | -81 | -66 |
| K | 1723010099.156 | 19.528 | 52.604 | 60.960 | -76 | -73 | -85 | -66 | -63 | -64 | -74 | -75 |
| L | 1723010375.130 | 145.190 | 42.160 | 60.960 | -83 | -78 | -79 | -81 | -70 | -82 | -77 | -71 |
| M | 1723010570.148 | 196.982 | 1.699 | 60.960 | -82 | -100 | -95 | -102 | -102 | -100 | -100 | -96 |
| N | 1723010228.135 | 127.359 | 87.691 | 60.960 | -70 | -100 | -83 | -82 | -69 | -83 | -74 | -73 |
| O | 1723010478.167 | 197.831 | 18.326 | 60.960 | -72 | -76 | -84 | -86 | -100 | -81 | -83 | -62 |
| P | 1723010278.158 | 93.397 | 19.534 | 60.960 | -90 | -83 | -84 | -85 | -81 | -80 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009937.153
- **Target RSSI fingerprint:** [-87, -75, -70, -72, -77, -69, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.1705856678386,
46.12783432006836,
60.96
] | 16 |
39,449 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128786.172 | 45.851 | 20.795 | 51.816 | -70 | -81 | -67 | -72 | -74 | -80 | -66 | -78 |
| B | 1724128788.129 | 41.605 | 30.283 | 51.816 | -71 | -74 | -67 | -70 | -79 | -76 | -66 | -64 |
| C | 1724128896.119 | 41.605 | 34.530 | 51.816 | -83 | -79 | -86 | -85 | -85 | -77 | -83 | -73 |
| D | 1724128879.129 | 59.436 | 69.271 | 51.816 | -100 | -80 | -86 | -79 | -82 | -81 | -64 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129062.133
- **Target RSSI fingerprint:** [-100, -97, -101, -100, -100, -96, -77, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.2454300192763785,
115.43901920318604,
51.816
] | 4 |
6,632 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004918.158 | 130.756 | 13.615 | 60.960 | -74 | -79 | -76 | -69 | -66 | -76 | -70 | -73 |
| B | 1723004792.134 | 127.359 | 91.778 | 60.960 | -72 | -78 | -67 | -85 | -75 | -72 | -64 | -74 |
| C | 1723004925.142 | 130.756 | 18.326 | 60.960 | -78 | -85 | -81 | -74 | -74 | -71 | -70 | -75 |
| D | 1723004546.159 | 12.736 | 89.389 | 60.960 | -80 | -88 | -83 | -86 | -85 | -79 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004878.172
- **Target RSSI fingerprint:** [-84, -86, -76, -82, -76, -75, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490622151530538,
64.60020065307617,
60.96
] | 4 |
31,048 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696730.151 | 49.247 | 3.994 | 42.672 | -81 | -78 | -79 | -73 | -77 | -80 | -78 | -69 |
| B | 1723696640.161 | 92.550 | 85.992 | 42.672 | -85 | -100 | -84 | -76 | -70 | -73 | -67 | -82 |
| C | 1723696809.146 | 59.436 | 69.988 | 42.672 | -100 | -100 | -78 | -73 | -76 | -71 | -73 | -70 |
| D | 1723696898.159 | 40.756 | 0.252 | 42.672 | -70 | -69 | -75 | -100 | -70 | -100 | -73 | -70 |
| E | 1723696443.132 | 19.529 | 46.088 | 42.672 | -78 | -100 | -71 | -71 | -80 | -71 | -73 | -67 |
| F | 1723696649.145 | 104.438 | 85.448 | 42.672 | -73 | -100 | -100 | -80 | -84 | -79 | -72 | -100 |
| G | 1723696391.148 | 101.041 | 29.686 | 42.672 | -84 | -80 | -85 | -74 | -68 | -76 | -72 | -74 |
| H | 1723696597.133 | 67.927 | 41.948 | 42.672 | -84 | -79 | -75 | -79 | -88 | -78 | -81 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696845.157
- **Target RSSI fingerprint:** [-80, -75, -100, -80, -79, -76, -82, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58847256921527,
31.371173858642578,
42.672000000000004
] | 8 |
19,465 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003303.158 | 73.868 | 47.906 | 51.816 | -85 | -88 | -83 | -86 | -78 | -75 | -75 | -72 |
| B | 1723003231.186 | 27.170 | 89.774 | 51.816 | -84 | -85 | -84 | -84 | -80 | -79 | -68 | -82 |
| C | 1723002819.157 | 124.812 | 92.136 | 51.816 | -83 | -72 | -74 | -72 | -82 | -80 | -79 | -71 |
| D | 1723003152.183 | 78.963 | 10.550 | 51.816 | -84 | -87 | -83 | -80 | -82 | -80 | -71 | -75 |
| E | 1723002802.141 | 97.642 | 45.066 | 51.816 | -69 | -81 | -86 | -82 | -76 | -69 | -73 | -76 |
| F | 1723003352.168 | 23.774 | 14.889 | 51.816 | -73 | -79 | -78 | -84 | -88 | -86 | -72 | -79 |
| G | 1723003245.142 | 97.642 | 93.795 | 51.816 | -84 | -87 | -88 | -86 | -79 | -80 | -69 | -66 |
| H | 1723002942.200 | 123.963 | 12.262 | 51.816 | -100 | -80 | -80 | -79 | -76 | -82 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003204.159
- **Target RSSI fingerprint:** [-75, -75, -74, -77, -82, -88, -84, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471866492552685,
44.12400722503662,
51.816
] | 8 |
33,912 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127160.139 | 132.457 | 36.865 | 42.672 | -82 | -77 | -100 | -86 | -81 | -73 | -100 | -72 |
| B | 1724126746.155 | 40.756 | 34.768 | 42.672 | -63 | -80 | -62 | -72 | -63 | -63 | -73 | -51 |
| C | 1724126855.137 | 87.456 | 44.628 | 42.672 | -74 | -83 | -100 | -72 | -82 | -78 | -76 | -80 |
| D | 1724127128.158 | 70.474 | 43.142 | 42.672 | -100 | -100 | -90 | -88 | -81 | -76 | -64 | -81 |
| E | 1724126719.122 | 99.343 | 89.894 | 42.672 | -82 | -86 | -100 | -91 | -87 | -85 | -87 | -88 |
| F | 1724126868.149 | 103.588 | 25.187 | 42.672 | -87 | -91 | -85 | -85 | -85 | -80 | -92 | -84 |
| G | 1724126938.131 | 46.700 | 31.783 | 42.672 | -74 | -100 | -71 | -85 | -79 | -100 | -64 | -69 |
| H | 1724126699.134 | 138.401 | 47.189 | 42.672 | -89 | -70 | -89 | -82 | -78 | -80 | -89 | -77 |
| I | 1724126767.149 | 105.287 | 60.539 | 42.672 | -100 | -74 | -87 | -85 | -84 | -78 | -78 | -80 |
| J | 1724126615.130 | 35.662 | 53.559 | 42.672 | -73 | -100 | -74 | -73 | -82 | -79 | -77 | -76 |
| K | 1724126843.127 | 71.323 | 77.088 | 42.672 | -100 | -77 | -100 | -81 | -78 | -76 | -65 | -81 |
| L | 1724126890.147 | 120.570 | 80.923 | 42.672 | -100 | -71 | -85 | -84 | -77 | -83 | -100 | -80 |
| M | 1724126361.126 | 4.245 | 116.819 | 42.672 | -100 | -100 | -98 | -100 | -102 | -100 | -75 | -89 |
| N | 1724127007.162 | 34.813 | 40.899 | 42.672 | -73 | -84 | -66 | -100 | -71 | -100 | -67 | -56 |
| O | 1724127050.147 | 99.343 | 24.351 | 42.672 | -85 | -92 | -86 | -89 | -100 | -82 | -89 | -85 |
| P | 1724126706.149 | 121.419 | 78.919 | 42.672 | -100 | -70 | -82 | -84 | -81 | -81 | -84 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127108.140
- **Target RSSI fingerprint:** [-74, -100, -71, -85, -100, -80, -81, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.41618228194698,
54.12987232208252,
42.672000000000004
] | 16 |
2,684 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828328.179 | 69.623 | 0.876 | 42.672 | -100 | -94 | -90 | -87 | -96 | -89 | -91 | -96 |
| B | 1722828718.157 | 125.661 | 65.795 | 42.672 | -84 | -92 | -81 | -86 | -88 | -81 | -86 | -81 |
| C | 1722828636.155 | 67.076 | 7.179 | 42.672 | -92 | -90 | -83 | -72 | -84 | -78 | -69 | -79 |
| D | 1722828940.147 | 56.038 | 102.673 | 42.672 | -87 | -90 | -85 | -84 | -81 | -81 | -87 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828457.162
- **Target RSSI fingerprint:** [-88, -86, -72, -84, -81, -84, -85, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490625619512196,
50.06913661956787,
42.672000000000004
] | 4 |
2,673 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007998.150 | 49.246 | 83.325 | 51.816 | -82 | -84 | -100 | -79 | -69 | -74 | -78 | -74 |
| B | 1723008267.136 | 69.623 | 8.135 | 51.816 | -82 | -87 | -74 | -86 | -80 | -75 | -81 | -72 |
| C | 1723008070.163 | 148.586 | 28.558 | 51.816 | -91 | -83 | -91 | -82 | -79 | -82 | -84 | -73 |
| D | 1723008338.156 | 15.283 | 55.974 | 51.816 | -74 | -87 | -76 | -76 | -77 | -65 | -77 | -77 |
| E | 1723008548.146 | 47.547 | 40.023 | 51.816 | -76 | -88 | -82 | -80 | -65 | -77 | -75 | -72 |
| F | 1723007945.154 | 154.529 | 19.083 | 51.816 | -85 | -77 | -74 | -75 | -81 | -83 | -78 | -79 |
| G | 1723008043.147 | 73.868 | 8.599 | 51.816 | -82 | -85 | -72 | -87 | -81 | -71 | -80 | -70 |
| H | 1723008628.175 | 203.775 | 9.767 | 51.816 | -82 | -78 | -81 | -82 | -80 | -82 | -81 | -69 |
| I | 1723008100.140 | 40.755 | 40.780 | 51.816 | -76 | -85 | -82 | -79 | -65 | -76 | -75 | -68 |
| J | 1723008092.146 | 81.510 | 41.178 | 51.816 | -75 | -86 | -83 | -78 | -81 | -81 | -76 | -76 |
| K | 1723007962.153 | 118.020 | 0.756 | 51.816 | -88 | -80 | -87 | -78 | -100 | -88 | -73 | -79 |
| L | 1723008181.142 | 151.982 | 5.919 | 51.816 | -87 | -74 | -85 | -77 | -79 | -87 | -70 | -67 |
| M | 1723008241.176 | 7.642 | 74.208 | 51.816 | -81 | -77 | -76 | -79 | -83 | -70 | -72 | -83 |
| N | 1723008186.144 | 123.114 | 3.119 | 51.816 | -80 | -74 | -82 | -76 | -78 | -79 | -69 | -75 |
| O | 1723008129.143 | 28.019 | 85.037 | 51.816 | -81 | -81 | -71 | -78 | -73 | -73 | -79 | -76 |
| P | 1723008522.137 | 145.190 | 42.691 | 51.816 | -90 | -77 | -84 | -90 | -75 | -85 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008276.146
- **Target RSSI fingerprint:** [-82, -86, -73, -84, -82, -79, -84, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.2271495275178,
8.572664260864258,
51.816
] | 16 |
18,428 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829003.154 | 109.529 | 82.714 | 42.672 | -82 | -84 | -94 | -84 | -83 | -91 | -71 | -78 |
| B | 1722829033.172 | 70.472 | 8.904 | 42.672 | -90 | -95 | -87 | -79 | -83 | -76 | -90 | -79 |
| C | 1722829079.149 | 61.982 | 8.745 | 42.672 | -83 | -88 | -80 | -80 | -79 | -82 | -81 | -78 |
| D | 1722828610.156 | 117.171 | 74.925 | 42.672 | -79 | -88 | -81 | -84 | -81 | -88 | -83 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828891.153
- **Target RSSI fingerprint:** [-95, -92, -82, -90, -90, -84, -87, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.00063156682928,
42.531561851501465,
42.672000000000004
] | 4 |
19,817 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007965.159 | 104.435 | 0.385 | 51.816 | -73 | -78 | -89 | -75 | -73 | -83 | -84 | -78 |
| B | 1723008476.164 | 38.208 | 24.205 | 51.816 | -81 | -82 | -76 | -67 | -100 | -74 | -77 | -78 |
| C | 1723008046.158 | 88.302 | 8.493 | 51.816 | -81 | -81 | -74 | -81 | -69 | -71 | -72 | -71 |
| D | 1723008027.166 | 36.510 | 24.059 | 51.816 | -74 | -83 | -79 | -65 | -100 | -73 | -78 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008365.148
- **Target RSSI fingerprint:** [-88, -81, -69, -88, -79, -75, -79, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184775257002,
87.88971424102783,
51.816
] | 4 |
29,169 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690075.144 | 203.781 | 57.315 | 42.672 | -89 | -100 | -100 | -79 | -88 | -87 | -83 | -82 |
| B | 1723690169.174 | 213.121 | 106.588 | 42.672 | -86 | -75 | -78 | -81 | -100 | -87 | -83 | -100 |
| C | 1723689878.131 | 213.121 | 65.887 | 42.672 | -90 | -100 | -100 | -76 | -86 | -81 | -80 | -78 |
| D | 1723689588.127 | 49.247 | 61.601 | 42.672 | -100 | -79 | -76 | -100 | -78 | -100 | -69 | -75 |
| E | 1723689913.147 | 191.893 | 123.693 | 42.672 | -86 | -73 | -74 | -88 | -83 | -72 | -82 | -76 |
| F | 1723689873.131 | 198.686 | 50.733 | 42.672 | -84 | -100 | -89 | -78 | -85 | -86 | -81 | -82 |
| G | 1723689895.129 | 223.310 | 104.929 | 42.672 | -75 | -75 | -80 | -88 | -75 | -71 | -80 | -74 |
| H | 1723690022.135 | 143.496 | 23.648 | 42.672 | -90 | -100 | -100 | -88 | -82 | -84 | -72 | -72 |
| I | 1723690122.138 | 157.930 | 91.353 | 42.672 | -82 | -80 | -74 | -87 | -78 | -81 | -77 | -77 |
| J | 1723689702.130 | 211.422 | 134.495 | 42.672 | -84 | -71 | -71 | -78 | -82 | -68 | -84 | -74 |
| K | 1723689693.134 | 231.800 | 94.950 | 42.672 | -81 | -100 | -100 | -86 | -74 | -71 | -81 | -73 |
| L | 1723689927.144 | 140.099 | 77.632 | 42.672 | -76 | -80 | -77 | -90 | -79 | -78 | -75 | -73 |
| M | 1723689679.150 | 216.517 | 67.387 | 42.672 | -86 | -100 | -100 | -83 | -83 | -86 | -78 | -82 |
| N | 1723689896.144 | 221.611 | 108.844 | 42.672 | -86 | -73 | -75 | -84 | -72 | -69 | -84 | -72 |
| O | 1723690194.206 | 219.064 | 65.436 | 42.672 | -100 | -100 | -100 | -90 | -81 | -83 | -75 | -79 |
| P | 1723690143.156 | 143.496 | 39.413 | 42.672 | -87 | -79 | -83 | -79 | -77 | -86 | -82 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689920.145
- **Target RSSI fingerprint:** [-86, -77, -75, -88, -83, -87, -82, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
166.4208359891288,
100.61600685119629,
42.672000000000004
] | 16 |
4,479 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000121.238 | 104.435 | 143.294 | 42.672 | -89 | -85 | -73 | -82 | -82 | -79 | -77 | -70 |
| B | 1731999607.216 | 74.718 | 103.960 | 42.672 | -83 | -88 | -80 | -89 | -78 | -73 | -79 | -83 |
| C | 1731999971.213 | 58.585 | 89.748 | 42.672 | -83 | -84 | -100 | -81 | -84 | -71 | -82 | -86 |
| D | 1731999540.202 | 33.963 | 46.446 | 42.672 | -94 | -82 | -90 | -83 | -90 | -82 | -82 | -82 |
| E | 1731999916.216 | 107.831 | 147.832 | 42.672 | -93 | -89 | -86 | -86 | -85 | -82 | -83 | -77 |
| F | 1732000124.203 | 116.322 | 153.843 | 42.672 | -93 | -93 | -85 | -87 | -91 | -83 | -85 | -80 |
| G | 1732000070.233 | 96.793 | 194.265 | 42.672 | -83 | -87 | -74 | -88 | -81 | -86 | -80 | -72 |
| H | 1731999440.224 | 3.396 | 12.182 | 42.672 | -96 | -82 | -100 | -94 | -91 | -96 | -75 | -75 |
| I | 1731999564.230 | 47.548 | 105.380 | 42.672 | -82 | -79 | -100 | -84 | -89 | -72 | -73 | -75 |
| J | 1731999629.225 | 95.944 | 105.208 | 42.672 | -87 | -76 | -73 | -82 | -86 | -83 | -85 | -86 |
| K | 1732000075.233 | 74.718 | 172.687 | 42.672 | -94 | -90 | -74 | -92 | -83 | -90 | -72 | -79 |
| L | 1731999559.221 | 64.529 | 86.417 | 42.672 | -82 | -83 | -100 | -88 | -91 | -74 | -69 | -75 |
| M | 1731999730.237 | 136.699 | 120.336 | 42.672 | -88 | -100 | -100 | -85 | -87 | -84 | -60 | -74 |
| N | 1732000068.255 | 101.038 | 198.512 | 42.672 | -90 | -88 | -77 | -87 | -83 | -85 | -81 | -75 |
| O | 1731999794.225 | 52.642 | 163.332 | 42.672 | -83 | -90 | -83 | -81 | -84 | -77 | -88 | -82 |
| P | 1731999998.224 | 59.434 | 167.844 | 42.672 | -83 | -90 | -87 | -82 | -88 | -77 | -93 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999648.224
- **Target RSSI fingerprint:** [-82, -89, -80, -89, -86, -77, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01938247725357,
181.06103897094727,
42.672000000000004
] | 16 |
38,558 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128841.151 | 135.005 | 40.302 | 51.816 | -100 | -82 | -100 | -77 | -80 | -78 | -77 | -75 |
| B | 1724128472.147 | 120.570 | 31.783 | 51.816 | -100 | -78 | -80 | -76 | -76 | -73 | -79 | -75 |
| C | 1724128853.143 | 135.005 | 61.017 | 51.816 | -100 | -100 | -69 | -70 | -82 | -80 | -77 | -67 |
| D | 1724128416.139 | 52.643 | 4.074 | 51.816 | -79 | -82 | -76 | -82 | -78 | -100 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128862.117
- **Target RSSI fingerprint:** [-76, -82, -67, -68, -81, -84, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17386853202805,
97.45765686035156,
51.816
] | 4 |
44,384 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691860.142 | 180.855 | 36.228 | 51.816 | -85 | -86 | -86 | -78 | -84 | -100 | -73 | -68 |
| B | 1723691899.165 | 45.851 | 51.834 | 51.816 | -100 | -100 | -79 | -77 | -80 | -72 | -76 | -79 |
| C | 1723691735.177 | 210.573 | 72.363 | 51.816 | -74 | -100 | -79 | -79 | -77 | -76 | -80 | -81 |
| D | 1723691258.132 | 105.287 | 37.157 | 51.816 | -100 | -81 | -79 | -74 | -100 | -78 | -76 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691368.128
- **Target RSSI fingerprint:** [-79, -100, -87, -82, -81, -79, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
194.4406735556635,
129.33310508728027,
51.816
] | 4 |
23,210 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939588.148 | 102.737 | 25.426 | 42.672 | -74 | -77 | -76 | -79 | -82 | -75 | -72 | -68 |
| B | 1725939639.141 | 33.963 | 16.309 | 42.672 | -100 | -69 | -72 | -70 | -69 | -61 | -64 | -74 |
| C | 1725939394.147 | 73.020 | 38.325 | 42.672 | -72 | -77 | -77 | -78 | -74 | -76 | -76 | -64 |
| D | 1725939652.147 | 98.492 | 0.345 | 42.672 | -78 | -75 | -76 | -69 | -72 | -70 | -70 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939565.143
- **Target RSSI fingerprint:** [-77, -78, -73, -77, -77, -77, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.8689178114276,
79.15780544281006,
42.672000000000004
] | 4 |
44,607 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690089.186 | 232.650 | 88.819 | 42.672 | -87 | -100 | -84 | -100 | -78 | -95 | -100 | -80 |
| B | 1723689563.947 | 16.133 | 72.456 | 42.672 | -100 | -100 | -100 | -86 | -100 | -88 | -89 | -100 |
| C | 1723689630.136 | 126.514 | 61.415 | 42.672 | -80 | -75 | -83 | -70 | -76 | -69 | -68 | -66 |
| D | 1723690062.147 | 184.252 | 68.250 | 42.672 | -100 | -76 | -72 | -89 | -81 | -79 | -86 | -78 |
| E | 1723689902.144 | 208.875 | 133.938 | 42.672 | -84 | -81 | -78 | -70 | -68 | -84 | -69 | -74 |
| F | 1723689968.138 | 208.026 | 102.036 | 42.672 | -87 | -100 | -89 | -80 | -100 | -100 | -77 | -88 |
| G | 1723690139.163 | 135.854 | 53.692 | 42.672 | -82 | -74 | -74 | -74 | -85 | -80 | -69 | -78 |
| H | 1723690022.135 | 143.496 | 23.648 | 42.672 | -87 | -82 | -88 | -100 | -84 | -72 | -100 | -72 |
| I | 1723690201.180 | 196.988 | 38.670 | 42.672 | -82 | -85 | -84 | -100 | -81 | -82 | -100 | -74 |
| J | 1723690097.136 | 218.215 | 115.227 | 42.672 | -80 | -76 | -77 | -69 | -67 | -80 | -67 | -70 |
| K | 1723689760.147 | 181.704 | 74.526 | 42.672 | -86 | -83 | -76 | -82 | -80 | -80 | -78 | -78 |
| L | 1723690229.152 | 109.532 | 23.130 | 42.672 | -86 | -100 | -82 | -78 | -88 | -73 | -74 | -76 |
| M | 1723689602.158 | 115.476 | 31.955 | 42.672 | -86 | -100 | -85 | -84 | -87 | -76 | -81 | -84 |
| N | 1723689692.143 | 234.348 | 91.207 | 42.672 | -88 | -76 | -85 | -100 | -75 | -81 | -100 | -75 |
| O | 1723690031.144 | 123.117 | 61.137 | 42.672 | -82 | -77 | -81 | -73 | -77 | -72 | -73 | -68 |
| P | 1723690116.151 | 180.006 | 111.020 | 42.672 | -85 | -81 | -88 | -72 | -86 | -89 | -72 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690130.161
- **Target RSSI fingerprint:** [-85, -75, -89, -73, -80, -80, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.9101423792689,
66.09975337982178,
42.672000000000004
] | 16 |
16,956 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828656.158 | 3.396 | 48.490 | 42.672 | -80 | -88 | -81 | -82 | -84 | -75 | -77 | -83 |
| B | 1722828956.157 | 3.396 | 55.815 | 42.672 | -86 | -93 | -86 | -76 | -76 | -81 | -81 | -79 |
| C | 1722828828.144 | 84.057 | 17.796 | 42.672 | -96 | -99 | -83 | -82 | -76 | -90 | -78 | -67 |
| D | 1722828845.149 | 36.510 | 29.089 | 42.672 | -77 | -87 | -88 | -90 | -82 | -72 | -77 | -89 |
| E | 1722828653.146 | 15.283 | 39.572 | 42.672 | -77 | -87 | -81 | -87 | -83 | -72 | -74 | -75 |
| F | 1722828978.157 | 22.925 | 46.526 | 42.672 | -89 | -85 | -90 | -80 | -85 | -81 | -77 | -81 |
| G | 1722828599.153 | 100.189 | 93.861 | 42.672 | -91 | -80 | -85 | -75 | -79 | -89 | -73 | -71 |
| H | 1722828500.151 | 98.491 | 33.853 | 42.672 | -92 | -81 | -81 | -87 | -86 | -83 | -77 | -80 |
| I | 1722828452.159 | 28.868 | 35.790 | 42.672 | -77 | -82 | -88 | -84 | -78 | -72 | -74 | -79 |
| J | 1722829000.146 | 98.491 | 91.990 | 42.672 | -95 | -74 | -84 | -81 | -84 | -87 | -74 | -73 |
| K | 1722828883.149 | 59.434 | 68.183 | 42.672 | -89 | -76 | -86 | -84 | -79 | -76 | -76 | -73 |
| L | 1722828917.150 | 112.076 | 79.821 | 42.672 | -94 | -87 | -88 | -77 | -78 | -82 | -75 | -70 |
| M | 1722828802.149 | 102.737 | 91.114 | 42.672 | -96 | -75 | -84 | -84 | -82 | -87 | -75 | -75 |
| N | 1722828629.161 | 87.453 | 23.024 | 42.672 | -88 | -91 | -80 | -77 | -75 | -82 | -76 | -65 |
| O | 1722828839.150 | 64.529 | 9.581 | 42.672 | -78 | -87 | -80 | -88 | -78 | -73 | -79 | -85 |
| P | 1722828339.164 | 67.076 | 8.148 | 42.672 | -90 | -84 | -92 | -86 | -88 | -87 | -88 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828947.159
- **Target RSSI fingerprint:** [-97, -93, -86, -83, -83, -86, -82, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86812710634147,
78.74642372131348,
42.672000000000004
] | 16 |
28,071 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943516.170 | 39.906 | 16.469 | 60.960 | -79 | -77 | -80 | -73 | -76 | -71 | -70 | -71 |
| B | 1725943219.178 | 17.830 | 113.674 | 60.960 | -65 | -76 | -80 | -77 | -78 | -72 | -78 | -77 |
| C | 1725943339.155 | 104.435 | 27.483 | 60.960 | -80 | -73 | -75 | -74 | -78 | -74 | -72 | -69 |
| D | 1725943518.153 | 49.246 | 14.226 | 60.960 | -84 | -79 | -82 | -66 | -71 | -70 | -66 | -70 |
| E | 1725942915.171 | 43.302 | 19.680 | 60.960 | -83 | -75 | -77 | -71 | -76 | -70 | -75 | -81 |
| F | 1725943244.154 | 90.001 | 55.576 | 60.960 | -82 | -75 | -66 | -79 | -77 | -76 | -76 | -65 |
| G | 1725943094.155 | 5.943 | 45.770 | 60.960 | -82 | -73 | -68 | -76 | -76 | -74 | -74 | -64 |
| H | 1725943447.154 | 96.794 | 52.206 | 60.960 | -82 | -72 | -66 | -77 | -78 | -74 | -73 | -64 |
| I | 1725943421.150 | 18.679 | 115.160 | 60.960 | -63 | -75 | -78 | -76 | -74 | -77 | -76 | -76 |
| J | 1725943350.161 | 95.945 | 45.663 | 60.960 | -76 | -82 | -83 | -76 | -68 | -77 | -73 | -76 |
| K | 1725943292.167 | 6.793 | 52.776 | 60.960 | -82 | -76 | -71 | -74 | -75 | -69 | -73 | -66 |
| L | 1725943228.153 | 33.963 | 103.098 | 60.960 | -61 | -72 | -70 | -80 | -80 | -77 | -80 | -70 |
| M | 1725943388.149 | 31.416 | 11.771 | 60.960 | -83 | -74 | -79 | -70 | -76 | -75 | -70 | -71 |
| N | 1725943258.166 | 104.435 | 21.060 | 60.960 | -81 | -73 | -75 | -80 | -73 | -77 | -79 | -59 |
| O | 1725943210.157 | 11.038 | 75.349 | 60.960 | -67 | -73 | -71 | -76 | -78 | -77 | -78 | -74 |
| P | 1725943543.156 | 66.227 | 9.037 | 60.960 | -100 | -78 | -82 | -74 | -73 | -71 | -67 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943604.181
- **Target RSSI fingerprint:** [-68, -100, -100, -100, -71, -68, -60, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.50992366429113,
11.66466236114502,
60.96
] | 16 |
8,998 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008270.155 | 83.208 | 8.148 | 51.816 | -81 | -74 | -82 | -75 | -72 | -70 | -79 | -68 |
| B | 1723008281.156 | 137.548 | 8.785 | 51.816 | -89 | -77 | -84 | -72 | -72 | -79 | -78 | -70 |
| C | 1723008538.140 | 97.642 | 42.359 | 51.816 | -79 | -77 | -78 | -100 | -86 | -87 | -82 | -82 |
| D | 1723008608.144 | 134.152 | 84.174 | 51.816 | -79 | -77 | -83 | -68 | -72 | -81 | -76 | -75 |
| E | 1723008201.139 | 89.152 | 24.590 | 51.816 | -90 | -81 | -89 | -81 | -81 | -69 | -78 | -77 |
| F | 1723008518.139 | 150.284 | 25.293 | 51.816 | -88 | -91 | -84 | -88 | -89 | -82 | -73 | -76 |
| G | 1723008705.134 | 211.416 | 2.428 | 51.816 | -104 | -100 | -102 | -89 | -93 | -100 | -104 | -96 |
| H | 1723008411.232 | 123.114 | 2.163 | 51.816 | -75 | -77 | -69 | -89 | -80 | -69 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008600.127
- **Target RSSI fingerprint:** [-88, -77, -86, -70, -79, -80, -69, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.9065181504597,
88.42052936553955,
51.816
] | 8 |
6,147 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000189.229 | 15.283 | 13.018 | 42.672 | -74 | -82 | -87 | -72 | -92 | -80 | -80 | -73 |
| B | 1731999889.231 | 37.359 | 125.299 | 42.672 | -87 | -93 | -82 | -91 | -88 | -74 | -88 | -73 |
| C | 1731999758.214 | 79.812 | 69.152 | 42.672 | -79 | -85 | -85 | -79 | -87 | -77 | -87 | -72 |
| D | 1732000142.198 | 147.737 | 125.299 | 42.672 | -100 | -87 | -89 | -90 | -73 | -84 | -59 | -86 |
| E | 1731999748.230 | 101.888 | 87.173 | 42.672 | -77 | -77 | -79 | -63 | -75 | -74 | -65 | -73 |
| F | 1732000221.221 | 5.943 | 11.028 | 42.672 | -86 | -86 | -92 | -91 | -76 | -82 | -79 | -78 |
| G | 1731999650.234 | 71.321 | 185.162 | 42.672 | -89 | -84 | -86 | -86 | -70 | -90 | -71 | -79 |
| H | 1731999851.228 | 106.982 | 190.310 | 42.672 | -88 | -81 | -85 | -86 | -77 | -81 | -82 | -80 |
| I | 1731999811.215 | 98.491 | 113.847 | 42.672 | -87 | -83 | -81 | -84 | -79 | -86 | -75 | -73 |
| J | 1732000016.240 | 101.038 | 115.041 | 42.672 | -88 | -86 | -81 | -82 | -83 | -86 | -75 | -75 |
| K | 1731999723.224 | 111.227 | 144.979 | 42.672 | -100 | -91 | -89 | -85 | -80 | -82 | -67 | -79 |
| L | 1731999580.224 | 21.227 | 135.982 | 42.672 | -93 | -93 | -89 | -96 | -83 | -83 | -85 | -83 |
| M | 1732000050.250 | 123.963 | 155.529 | 42.672 | -89 | -91 | -87 | -86 | -78 | -75 | -89 | -76 |
| N | 1731999973.229 | 50.944 | 97.935 | 42.672 | -85 | -82 | -85 | -83 | -85 | -79 | -76 | -73 |
| O | 1732000031.227 | 126.510 | 109.759 | 42.672 | -82 | -92 | -90 | -90 | -89 | -81 | -84 | -84 |
| P | 1731999556.229 | 72.170 | 77.088 | 42.672 | -81 | -83 | -87 | -72 | -77 | -79 | -71 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999684.216
- **Target RSSI fingerprint:** [-89, -93, -82, -91, -89, -77, -89, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77375243445465,
131.13787651062012,
42.672000000000004
] | 16 |
10,577 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008142.168 | 91.699 | 88.885 | 51.816 | -79 | -83 | -87 | -77 | -84 | -76 | -71 | -71 |
| B | 1723008362.159 | 64.529 | 86.961 | 51.816 | -85 | -79 | -100 | -100 | -78 | -72 | -100 | -68 |
| C | 1723007988.151 | 67.925 | 83.471 | 51.816 | -100 | -79 | -82 | -75 | -76 | -82 | -76 | -84 |
| D | 1723008130.195 | 33.113 | 85.196 | 51.816 | -79 | -79 | -77 | -81 | -73 | -70 | -72 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008621.163
- **Target RSSI fingerprint:** [-80, -86, -85, -75, -85, -76, -85, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
180.0011885483494,
35.23285388946533,
51.816
] | 4 |
8,226 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004697.144 | 119.718 | 14.159 | 60.960 | -81 | -83 | -73 | -78 | -70 | -66 | -73 | -63 |
| B | 1723004933.149 | 127.359 | 47.734 | 60.960 | -84 | -77 | -81 | -78 | -80 | -78 | -73 | -65 |
| C | 1723004409.150 | 67.925 | 75.376 | 60.960 | -86 | -82 | -88 | -78 | -83 | -84 | -76 | -70 |
| D | 1723005011.163 | 129.907 | 93.251 | 60.960 | -78 | -76 | -84 | -76 | -83 | -80 | -70 | -58 |
| E | 1723004879.161 | 9.340 | 59.279 | 60.960 | -77 | -100 | -76 | -80 | -78 | -77 | -72 | -78 |
| F | 1723004792.134 | 127.359 | 91.778 | 60.960 | -85 | -74 | -67 | -72 | -85 | -75 | -74 | -64 |
| G | 1723004499.151 | 126.510 | 47.747 | 60.960 | -88 | -90 | -84 | -85 | -82 | -84 | -87 | -66 |
| H | 1723004601.152 | 108.680 | 10.975 | 60.960 | -82 | -84 | -78 | -74 | -67 | -72 | -85 | -67 |
| I | 1723004998.162 | 90.850 | 92.096 | 60.960 | -82 | -81 | -86 | -83 | -86 | -84 | -71 | -72 |
| J | 1723004959.123 | 19.528 | 44.177 | 60.960 | -87 | -89 | -73 | -90 | -73 | -70 | -90 | -77 |
| K | 1723004419.136 | 61.982 | 90.637 | 60.960 | -88 | -84 | -78 | -88 | -79 | -80 | -86 | -67 |
| L | 1723005017.147 | 118.020 | 73.850 | 60.960 | -85 | -75 | -78 | -82 | -85 | -79 | -73 | -60 |
| M | 1723004373.140 | 134.152 | 13.124 | 60.960 | -76 | -75 | -85 | -65 | -71 | -73 | -74 | -79 |
| N | 1723005031.206 | 83.208 | 10.550 | 60.960 | -74 | -76 | -85 | -77 | -72 | -79 | -73 | -59 |
| O | 1723004591.143 | 135.850 | 13.164 | 60.960 | -80 | -75 | -87 | -66 | -74 | -74 | -74 | -75 |
| P | 1723004747.137 | 11.038 | 46.314 | 60.960 | -87 | -88 | -82 | -81 | -76 | -79 | -84 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004555.167
- **Target RSSI fingerprint:** [-87, -85, -87, -80, -85, -86, -70, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13247949101987,
92.45472431182861,
60.96
] | 16 |
33,783 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693266.146 | 161.326 | 14.677 | 60.960 | -80 | -83 | -82 | -82 | -79 | -78 | -73 | -80 |
| B | 1723692890.160 | 6.793 | 67.586 | 60.960 | -100 | -90 | -83 | -95 | -100 | -98 | -100 | -72 |
| C | 1723693142.154 | 220.762 | 72.854 | 60.960 | -80 | -82 | -62 | -80 | -76 | -75 | -80 | -68 |
| D | 1723693106.146 | 157.081 | 94.087 | 60.960 | -100 | -74 | -72 | -77 | -73 | -72 | -74 | -66 |
| E | 1723693202.141 | 131.608 | 37.529 | 60.960 | -75 | -81 | -100 | -82 | -81 | -100 | -69 | -74 |
| F | 1723693290.149 | 118.023 | 57.819 | 60.960 | -77 | -82 | -76 | -75 | -72 | -71 | -81 | -63 |
| G | 1723693697.147 | 59.436 | 42.558 | 60.960 | -81 | -80 | -100 | -81 | -76 | -78 | -69 | -70 |
| H | 1723693458.145 | 195.290 | 45.305 | 60.960 | -100 | -82 | -79 | -82 | -75 | -72 | -72 | -77 |
| I | 1723693482.140 | 135.005 | 21.617 | 60.960 | -79 | -80 | -73 | -80 | -72 | -70 | -78 | -65 |
| J | 1723693544.141 | 225.857 | 80.206 | 60.960 | -80 | -81 | -64 | -81 | -78 | -74 | -80 | -71 |
| K | 1723693269.150 | 150.288 | 4.286 | 60.960 | -80 | -84 | -86 | -82 | -80 | -76 | -71 | -77 |
| L | 1723693404.153 | 131.608 | 32.128 | 60.960 | -76 | -82 | -100 | -78 | -100 | -100 | -72 | -74 |
| M | 1723693185.150 | 136.703 | 76.490 | 60.960 | -79 | -100 | -76 | -79 | -80 | -76 | -71 | -67 |
| N | 1723693388.141 | 126.514 | 70.081 | 60.960 | -78 | -83 | -79 | -79 | -81 | -78 | -72 | -66 |
| O | 1723693698.145 | 55.191 | 44.774 | 60.960 | -100 | -81 | -100 | -77 | -79 | -75 | -69 | -68 |
| P | 1723693064.147 | 124.816 | 16.575 | 60.960 | -78 | -82 | -100 | -83 | -78 | -74 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693104.152
- **Target RSSI fingerprint:** [-79, -82, -73, -80, -77, -75, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
150.28820168107768,
87.3721694946289,
60.96
] | 16 |
27,509 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939859.153 | 73.020 | 10.709 | 42.672 | -68 | -80 | -70 | -75 | -78 | -85 | -76 | -71 |
| B | 1725939514.144 | 18.679 | 18.963 | 42.672 | -82 | -79 | -78 | -77 | -74 | -78 | -70 | -74 |
| C | 1725939962.144 | 38.208 | 11.081 | 42.672 | -100 | -100 | -100 | -84 | -100 | -100 | -100 | -84 |
| D | 1725939736.147 | 9.340 | 68.037 | 42.672 | -79 | -65 | -72 | -78 | -68 | -67 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939408.142
- **Target RSSI fingerprint:** [-81, -74, -76, -78, -77, -64, -77, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886952291494095,
67.46660232543945,
42.672000000000004
] | 4 |
17,668 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999723.140 | 139.246 | 45.650 | 42.672 | -87 | -84 | -74 | -78 | -76 | -69 | -75 | -75 |
| B | 1722999497.150 | 140.095 | 43.434 | 42.672 | -84 | -79 | -71 | -78 | -77 | -68 | -75 | -78 |
| C | 1722999481.139 | 135.850 | 94.273 | 42.672 | -87 | -91 | -86 | -79 | -90 | -88 | -74 | -82 |
| D | 1722999526.163 | 79.812 | 11.466 | 42.672 | -85 | -86 | -89 | -86 | -89 | -84 | -88 | -76 |
| E | 1722999513.149 | 118.020 | 13.231 | 42.672 | -88 | -80 | -88 | -84 | -82 | -78 | -81 | -83 |
| F | 1722999559.149 | 16.981 | 86.642 | 42.672 | -89 | -86 | -91 | -87 | -88 | -82 | -86 | -73 |
| G | 1723000101.154 | 48.397 | 47.574 | 42.672 | -89 | -81 | -92 | -84 | -84 | -81 | -92 | -65 |
| H | 1722999682.141 | 14.434 | 90.265 | 42.672 | -78 | -87 | -82 | -84 | -87 | -89 | -67 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999931.156
- **Target RSSI fingerprint:** [-81, -81, -81, -70, -82, -79, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45370753782902,
100.08519172668457,
42.672000000000004
] | 8 |
16,916 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010390.167 | 94.246 | 43.885 | 60.960 | -83 | -78 | -82 | -78 | -88 | -82 | -73 | -72 |
| B | 1723010568.164 | 199.530 | 2.110 | 60.960 | -102 | -97 | -88 | -99 | -83 | -100 | -101 | -96 |
| C | 1723010389.149 | 99.340 | 43.859 | 60.960 | -81 | -76 | -85 | -74 | -86 | -84 | -72 | -72 |
| D | 1723010263.161 | 126.510 | 5.295 | 60.960 | -100 | -84 | -87 | -71 | -89 | -86 | -67 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009881.167
- **Target RSSI fingerprint:** [-60, -74, -74, -72, -79, -73, -65, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60404853423255,
15.406908988952637,
60.96
] | 4 |
18,830 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839109.151 | 125.661 | 139.644 | 51.816 | -85 | -84 | -83 | -88 | -76 | -69 | -82 | -68 |
| B | 1722838738.157 | 46.698 | 86.510 | 51.816 | -80 | -81 | -67 | -76 | -83 | -82 | -77 | -72 |
| C | 1722839097.158 | 107.831 | 146.094 | 51.816 | -86 | -81 | -85 | -84 | -77 | -76 | -70 | -75 |
| D | 1722838874.171 | 44.151 | 94.485 | 51.816 | -77 | -76 | -75 | -70 | -85 | -71 | -71 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839184.150
- **Target RSSI fingerprint:** [-84, -88, -88, -68, -74, -71, -64, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58531633548296,
149.72967624664307,
51.816
] | 4 |
3,470 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994184.224 | 63.680 | 7.617 | 51.816 | -90 | -86 | -87 | -94 | -98 | -96 | -95 | -83 |
| B | 1731994946.227 | 78.114 | 1.592 | 51.816 | -85 | -87 | -96 | -104 | -97 | -94 | -98 | -84 |
| C | 1731994326.207 | 121.416 | 69.869 | 51.816 | -95 | -90 | -94 | -84 | -82 | -86 | -81 | -73 |
| D | 1731994613.191 | 84.906 | 96.768 | 51.816 | -92 | -90 | -92 | -89 | -78 | -84 | -84 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994716.218
- **Target RSSI fingerprint:** [-78, -100, -70, -83, -74, -83, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52907444985935,
57.67306327819824,
51.816
] | 4 |
17,886 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994204.232 | 61.982 | 6.967 | 51.816 | -89 | -100 | -88 | -94 | -86 | -76 | -74 | -84 |
| B | 1731994571.226 | 5.943 | 64.441 | 51.816 | -100 | -69 | -78 | -89 | -78 | -82 | -74 | -73 |
| C | 1731994401.218 | 47.548 | 65.529 | 51.816 | -85 | -89 | -88 | -90 | -88 | -84 | -74 | -76 |
| D | 1731994693.228 | 36.510 | 87.266 | 51.816 | -83 | -94 | -79 | -87 | -79 | -80 | -71 | -66 |
| E | 1731994478.207 | 2.547 | 60.102 | 51.816 | -83 | -74 | -82 | -86 | -88 | -74 | -71 | -75 |
| F | 1731994825.217 | 124.812 | 73.160 | 51.816 | -88 | -89 | -85 | -77 | -80 | -82 | -81 | -80 |
| G | 1731994630.203 | 108.680 | 62.291 | 51.816 | -79 | -88 | -76 | -74 | -69 | -73 | -69 | -76 |
| H | 1731994855.233 | 61.982 | 7.378 | 51.816 | -92 | -95 | -85 | -81 | -84 | -80 | -74 | -79 |
| I | 1731994306.211 | 61.982 | 70.280 | 51.816 | -79 | -85 | -76 | -71 | -77 | -82 | -73 | -64 |
| J | 1731994940.232 | 76.416 | 0.995 | 51.816 | -105 | -94 | -96 | -101 | -93 | -102 | -101 | -91 |
| K | 1731994300.232 | 39.057 | 91.446 | 51.816 | -81 | -89 | -78 | -79 | -77 | -78 | -69 | -63 |
| L | 1731994713.196 | 97.642 | 45.517 | 51.816 | -90 | -90 | -100 | -82 | -78 | -84 | -81 | -77 |
| M | 1731994287.223 | 25.472 | 84.015 | 51.816 | -83 | -87 | -82 | -83 | -83 | -75 | -72 | -71 |
| N | 1731994293.238 | 32.264 | 94.671 | 51.816 | -81 | -87 | -83 | -83 | -83 | -76 | -73 | -71 |
| O | 1731994539.210 | 84.906 | 99.236 | 51.816 | -83 | -94 | -88 | -76 | -88 | -75 | -70 | -85 |
| P | 1731994669.222 | 3.396 | 58.323 | 51.816 | -93 | -65 | -83 | -85 | -78 | -88 | -84 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994321.195
- **Target RSSI fingerprint:** [-93, -83, -87, -75, -81, -84, -82, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58563630141737,
54.40855026245117,
51.816
] | 16 |
32,119 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698187.151 | 24.623 | 52.232 | 51.816 | -100 | -78 | -68 | -76 | -79 | -78 | -74 | -74 |
| B | 1723698480.148 | 11.038 | 61.774 | 51.816 | -78 | -75 | -72 | -83 | -82 | -73 | -78 | -74 |
| C | 1723698081.149 | 56.040 | 69.019 | 51.816 | -76 | -76 | -80 | -76 | -67 | -76 | -76 | -64 |
| D | 1723698084.149 | 45.002 | 63.260 | 51.816 | -76 | -78 | -77 | -76 | -77 | -83 | -73 | -65 |
| E | 1723698278.149 | 30.567 | 22.281 | 51.816 | -77 | -76 | -79 | -78 | -85 | -77 | -100 | -74 |
| F | 1723698213.146 | 111.230 | 72.085 | 51.816 | -76 | -71 | -80 | -77 | -70 | -75 | -77 | -74 |
| G | 1723698196.150 | 66.229 | 74.460 | 51.816 | -100 | -82 | -80 | -75 | -74 | -77 | -75 | -71 |
| H | 1723698425.150 | 59.436 | 59.743 | 51.816 | -77 | -75 | -81 | -75 | -79 | -79 | -69 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697964.131
- **Target RSSI fingerprint:** [-77, -81, -81, -70, -80, -79, -70, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.57018988452101,
52.272019386291504,
51.816
] | 8 |
38,533 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691299.152 | 139.250 | 87.691 | 51.816 | -82 | -73 | -81 | -84 | -77 | -80 | -77 | -79 |
| B | 1723691811.159 | 152.835 | 57.447 | 51.816 | -85 | -76 | -84 | -85 | -78 | -78 | -80 | -77 |
| C | 1723691322.138 | 188.497 | 58.376 | 51.816 | -100 | -100 | -100 | -100 | -74 | -83 | -73 | -82 |
| D | 1723691729.135 | 193.592 | 53.427 | 51.816 | -85 | -80 | -82 | -89 | -82 | -83 | -84 | -79 |
| E | 1723691648.135 | 227.555 | 84.254 | 51.816 | -85 | -100 | -84 | -79 | -85 | -79 | -81 | -73 |
| F | 1723691637.144 | 225.008 | 106.535 | 51.816 | -84 | -84 | -83 | -79 | -74 | -83 | -79 | -100 |
| G | 1723691610.142 | 149.439 | 50.388 | 51.816 | -80 | -77 | -84 | -86 | -79 | -79 | -79 | -78 |
| H | 1723691654.143 | 204.630 | 58.111 | 51.816 | -87 | -100 | -82 | -84 | -85 | -79 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691504.147
- **Target RSSI fingerprint:** [-83, -74, -78, -81, -79, -81, -77, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
156.23180757310953,
105.56585788726807,
51.816
] | 8 |
30,164 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128724.148 | 54.342 | 33.813 | 51.816 | -79 | -80 | -100 | -85 | -68 | -100 | -76 | -73 |
| B | 1724128402.141 | 39.907 | 31.822 | 51.816 | -100 | -76 | -73 | -100 | -82 | -74 | -75 | -63 |
| C | 1724128817.135 | 79.814 | 71.501 | 51.816 | -79 | -76 | -100 | -79 | -76 | -63 | -74 | -65 |
| D | 1724128398.126 | 31.416 | 50.560 | 51.816 | -100 | -100 | -73 | -100 | -76 | -67 | -73 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128484.149
- **Target RSSI fingerprint:** [-71, -76, -81, -82, -80, -77, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8537606168441,
49.40561771392822,
51.816
] | 4 |
40,714 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698209.129 | 102.739 | 89.243 | 51.816 | -84 | -77 | -84 | -89 | -80 | -77 | -75 | -81 |
| B | 1723697992.135 | 29.718 | 26.594 | 51.816 | -80 | -76 | -78 | -79 | -84 | -77 | -81 | -65 |
| C | 1723698214.127 | 112.928 | 67.321 | 51.816 | -89 | -80 | -83 | -75 | -74 | -81 | -72 | -81 |
| D | 1723698473.144 | 21.227 | 39.453 | 51.816 | -84 | -78 | -80 | -82 | -77 | -81 | -85 | -79 |
| E | 1723697945.151 | 67.927 | 18.379 | 51.816 | -70 | -100 | -72 | -72 | -80 | -73 | -75 | -66 |
| F | 1723698034.143 | 99.343 | 88.129 | 51.816 | -80 | -78 | -85 | -74 | -73 | -79 | -73 | -78 |
| G | 1723697973.159 | 111.230 | 66.538 | 51.816 | -100 | -83 | -77 | -100 | -86 | -70 | -72 | -74 |
| H | 1723698384.140 | 96.796 | 90.026 | 51.816 | -86 | -76 | -78 | -78 | -81 | -77 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698468.173
- **Target RSSI fingerprint:** [-76, -78, -81, -76, -76, -79, -85, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.567090393258848,
18.034443855285645,
51.816
] | 8 |
23,441 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939376.177 | 102.737 | 45.836 | 42.672 | -80 | -69 | -76 | -74 | -75 | -76 | -77 | -64 |
| B | 1725939446.163 | 81.511 | 8.838 | 42.672 | -77 | -85 | -83 | -69 | -66 | -79 | -76 | -83 |
| C | 1725939289.128 | 61.982 | 67.068 | 42.672 | -83 | -70 | -77 | -78 | -77 | -76 | -79 | -61 |
| D | 1725939513.153 | 23.774 | 17.769 | 42.672 | -86 | -88 | -80 | -76 | -74 | -85 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939377.150
- **Target RSSI fingerprint:** [-81, -67, -75, -73, -77, -73, -75, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73723051934184,
43.832058906555176,
42.672000000000004
] | 4 |
36,429 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698440.154 | 23.774 | 52.524 | 51.816 | -76 | -100 | -77 | -81 | -80 | -79 | -76 | -66 |
| B | 1723698369.140 | 55.191 | 69.338 | 51.816 | -80 | -78 | -82 | -82 | -77 | -68 | -71 | -74 |
| C | 1723697977.130 | 94.249 | 58.947 | 51.816 | -79 | -100 | -83 | -78 | -78 | -73 | -73 | -62 |
| D | 1723698250.354 | 59.436 | 63.844 | 51.816 | -81 | -76 | -82 | -75 | -76 | -75 | -69 | -63 |
| E | 1723698419.137 | 76.418 | 28.000 | 51.816 | -80 | -79 | -68 | -80 | -77 | -76 | -70 | -70 |
| F | 1723698291.128 | 49.247 | 6.065 | 51.816 | -84 | -80 | -76 | -80 | -74 | -81 | -75 | -72 |
| G | 1723698424.151 | 61.983 | 54.555 | 51.816 | -83 | -79 | -73 | -78 | -78 | -77 | -69 | -69 |
| H | 1723698070.154 | 67.927 | 48.317 | 51.816 | -77 | -78 | -67 | -75 | -74 | -76 | -71 | -68 |
| I | 1723698251.159 | 57.738 | 65.688 | 51.816 | -79 | -77 | -83 | -74 | -76 | -100 | -68 | -63 |
| J | 1723698329.144 | 93.399 | 57.195 | 51.816 | -79 | -76 | -82 | -75 | -77 | -73 | -73 | -63 |
| K | 1723698393.166 | 120.570 | 55.178 | 51.816 | -77 | -78 | -79 | -73 | -78 | -70 | -75 | -100 |
| L | 1723698105.150 | 37.360 | 7.750 | 51.816 | -83 | -77 | -65 | -76 | -78 | -82 | -77 | -77 |
| M | 1723698039.140 | 113.778 | 64.547 | 51.816 | -100 | -80 | -100 | -74 | -81 | -71 | -77 | -79 |
| N | 1723698163.152 | 47.549 | 34.808 | 51.816 | -75 | -72 | -69 | -78 | -76 | -77 | -73 | -65 |
| O | 1723698294.196 | 62.832 | 14.319 | 51.816 | -85 | -78 | -79 | -82 | -76 | -79 | -74 | -72 |
| P | 1723698394.146 | 123.117 | 51.489 | 51.816 | -77 | -78 | -78 | -74 | -76 | -71 | -78 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698159.154
- **Target RSSI fingerprint:** [-75, -77, -76, -80, -76, -72, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37961000780365,
43.566651344299316,
51.816
] | 16 |
39,942 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127139.128 | 120.570 | 67.387 | 42.672 | -88 | -86 | -80 | -82 | -77 | -100 | -85 | -72 |
| B | 1724127000.166 | 50.945 | 8.121 | 42.672 | -77 | -100 | -74 | -82 | -100 | -100 | -67 | -76 |
| C | 1724127101.149 | 38.209 | 58.775 | 42.672 | -71 | -79 | -81 | -84 | -86 | -76 | -64 | -81 |
| D | 1724126852.133 | 81.512 | 58.509 | 42.672 | -85 | -82 | -85 | -82 | -78 | -77 | -76 | -74 |
| E | 1724126719.122 | 99.343 | 89.894 | 42.672 | -100 | -75 | -86 | -87 | -85 | -74 | -87 | -88 |
| F | 1724126705.141 | 123.967 | 74.447 | 42.672 | -100 | -100 | -70 | -85 | -84 | -100 | -87 | -81 |
| G | 1724127164.142 | 113.778 | 27.788 | 42.672 | -100 | -100 | -86 | -90 | -85 | -100 | -100 | -86 |
| H | 1724127031.148 | 69.625 | 77.380 | 42.672 | -86 | -85 | -86 | -80 | -80 | -78 | -81 | -84 |
| I | 1724126999.135 | 53.492 | 4.207 | 42.672 | -87 | -100 | -100 | -85 | -100 | -100 | -77 | -78 |
| J | 1724126727.144 | 65.380 | 71.288 | 42.672 | -76 | -73 | -79 | -84 | -80 | -70 | -63 | -81 |
| K | 1724127142.138 | 126.514 | 70.532 | 42.672 | -91 | -87 | -82 | -85 | -83 | -85 | -86 | -76 |
| L | 1724126849.153 | 74.720 | 72.430 | 42.672 | -83 | -70 | -74 | -84 | -81 | -67 | -80 | -83 |
| M | 1724126744.142 | 36.511 | 43.328 | 42.672 | -81 | -73 | -83 | -66 | -67 | -69 | -75 | -52 |
| N | 1724127041.129 | 90.852 | 34.543 | 42.672 | -84 | -91 | -83 | -84 | -76 | -84 | -77 | -80 |
| O | 1724126910.133 | 68.776 | 72.815 | 42.672 | -77 | -74 | -78 | -84 | -81 | -70 | -63 | -81 |
| P | 1724127032.142 | 71.323 | 74.739 | 42.672 | -83 | -70 | -83 | -83 | -82 | -68 | -80 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126925.127
- **Target RSSI fingerprint:** [-81, -71, -100, -73, -74, -70, -77, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.41618228194698,
53.73176097869873,
42.672000000000004
] | 16 |
8,149 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839085.167 | 63.680 | 107.145 | 51.816 | -87 | -81 | -83 | -71 | -83 | -75 | -83 | -70 |
| B | 1722839327.162 | 128.208 | 109.481 | 51.816 | -80 | -85 | -77 | -92 | -81 | -83 | -71 | -81 |
| C | 1722838880.164 | 62.831 | 109.972 | 51.816 | -85 | -82 | -83 | -71 | -79 | -76 | -74 | -68 |
| D | 1722839249.161 | 68.774 | 172.661 | 51.816 | -80 | -84 | -87 | -85 | -80 | -73 | -81 | -77 |
| E | 1722839291.155 | 63.680 | 111.431 | 51.816 | -87 | -81 | -83 | -70 | -84 | -75 | -72 | -68 |
| F | 1722838764.154 | 46.698 | 157.718 | 51.816 | -87 | -91 | -86 | -72 | -85 | -91 | -80 | -70 |
| G | 1722839271.161 | 18.679 | 120.654 | 51.816 | -76 | -71 | -75 | -70 | -85 | -71 | -87 | -76 |
| H | 1722839366.185 | 7.642 | 9.807 | 51.816 | -82 | -94 | -75 | -85 | -78 | -88 | -71 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839289.149
- **Target RSSI fingerprint:** [-89, -83, -84, -83, -88, -75, -82, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.03812866872283,
104.65020179748535,
51.816
] | 8 |
4,600 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008517.152 | 151.982 | 20.702 | 51.816 | -84 | -81 | -88 | -87 | -89 | -84 | -78 | -81 |
| B | 1723008079.186 | 142.642 | 42.930 | 51.816 | -77 | -84 | -81 | -89 | -84 | -87 | -69 | -80 |
| C | 1723008566.151 | 7.642 | 76.331 | 51.816 | -79 | -76 | -76 | -78 | -74 | -67 | -82 | -72 |
| D | 1723007924.155 | 144.341 | 76.835 | 51.816 | -68 | -72 | -79 | -83 | -77 | -82 | -81 | -81 |
| E | 1723007913.168 | 181.699 | 38.046 | 51.816 | -81 | -75 | -86 | -82 | -78 | -77 | -77 | -82 |
| F | 1723008612.171 | 147.737 | 70.094 | 51.816 | -86 | -83 | -86 | -75 | -69 | -86 | -77 | -80 |
| G | 1723008051.152 | 112.925 | 9.024 | 51.816 | -84 | -87 | -80 | -74 | -72 | -79 | -76 | -82 |
| H | 1723008597.154 | 120.567 | 88.182 | 51.816 | -88 | -83 | -86 | -77 | -69 | -86 | -77 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008591.148
- **Target RSSI fingerprint:** [-88, -100, -90, -75, -69, -85, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.0005942741747,
87.65084743499756,
51.816
] | 8 |
36,730 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123346.154 | 102.739 | 69.338 | 60.960 | -81 | -80 | -82 | -73 | -77 | -74 | -76 | -72 |
| B | 1724123311.133 | 8.491 | 42.067 | 60.960 | -100 | -87 | -68 | -76 | -78 | -100 | -76 | -65 |
| C | 1724123337.120 | 91.701 | 86.735 | 60.960 | -75 | -76 | -83 | -83 | -78 | -73 | -69 | -65 |
| D | 1724123399.131 | 10.189 | 42.080 | 60.960 | -82 | -88 | -79 | -82 | -80 | -80 | -79 | -66 |
| E | 1724123306.125 | 16.982 | 23.183 | 60.960 | -75 | -78 | -71 | -79 | -83 | -78 | -75 | -75 |
| F | 1724123116.146 | 51.794 | 36.387 | 60.960 | -85 | -82 | -82 | -80 | -79 | -68 | -81 | -74 |
| G | 1724123099.139 | 101.890 | 63.233 | 60.960 | -73 | -75 | -79 | -74 | -75 | -75 | -75 | -63 |
| H | 1724123367.128 | 74.720 | 20.476 | 60.960 | -81 | -75 | -80 | -82 | -78 | -66 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123284.145
- **Target RSSI fingerprint:** [-81, -74, -77, -75, -76, -68, -73, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.9085838888168,
52.97534942626953,
60.96
] | 8 |
1,848 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000072.162 | 137.548 | 25.599 | 42.672 | -83 | -77 | -85 | -81 | -75 | -71 | -69 | -78 |
| B | 1723000009.171 | 20.377 | 87.160 | 42.672 | -80 | -87 | -86 | -85 | -84 | -86 | -87 | -75 |
| C | 1722999864.140 | 111.227 | 50.295 | 42.672 | -82 | -88 | -71 | -79 | -83 | -81 | -87 | -72 |
| D | 1722999994.143 | 66.227 | 89.947 | 42.672 | -100 | -84 | -87 | -82 | -82 | -75 | -72 | -69 |
| E | 1722999884.125 | 13.585 | 47.097 | 42.672 | -83 | -83 | -85 | -82 | -86 | -80 | -88 | -77 |
| F | 1722999986.143 | 72.170 | 54.090 | 42.672 | -77 | -80 | -78 | -83 | -80 | -74 | -71 | -67 |
| G | 1722999480.141 | 135.001 | 92.813 | 42.672 | -82 | -86 | -90 | -81 | -89 | -84 | -69 | -80 |
| H | 1722999867.149 | 95.944 | 49.379 | 42.672 | -79 | -87 | -75 | -77 | -73 | -81 | -84 | -70 |
| I | 1722999382.143 | 67.925 | 1.805 | 42.672 | -100 | -93 | -96 | -95 | -89 | -96 | -88 | -85 |
| J | 1723000123.149 | 1.698 | 86.563 | 42.672 | -80 | -89 | -92 | -94 | -86 | -81 | -81 | -78 |
| K | 1722999919.163 | 73.868 | 96.210 | 42.672 | -84 | -82 | -89 | -81 | -87 | -87 | -68 | -77 |
| L | 1722999671.126 | 2.547 | 76.676 | 42.672 | -100 | -93 | -92 | -91 | -93 | -91 | -84 | -82 |
| M | 1723000059.144 | 112.076 | 15.792 | 42.672 | -83 | -78 | -75 | -75 | -83 | -83 | -70 | -78 |
| N | 1722999880.144 | 31.415 | 47.787 | 42.672 | -77 | -90 | -80 | -83 | -82 | -75 | -89 | -64 |
| O | 1723000117.162 | 9.340 | 57.142 | 42.672 | -81 | -87 | -85 | -91 | -91 | -86 | -81 | -77 |
| P | 1722999805.151 | 13.585 | 37.608 | 42.672 | -100 | -74 | -83 | -88 | -89 | -82 | -69 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999517.120
- **Target RSSI fingerprint:** [-84, -86, -83, -83, -78, -81, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79309396995197,
12.275099754333496,
42.672000000000004
] | 16 |
34,845 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698113.189 | 42.454 | 0.186 | 51.816 | -76 | -77 | -76 | -79 | -78 | -76 | -76 | -69 |
| B | 1723697955.139 | 118.023 | 43.567 | 51.816 | -68 | -74 | -73 | -78 | -76 | -71 | -74 | -100 |
| C | 1723698045.169 | 124.816 | 45.013 | 51.816 | -70 | -76 | -76 | -75 | -73 | -73 | -74 | -100 |
| D | 1723698343.136 | 30.567 | 26.952 | 51.816 | -80 | -84 | -78 | -82 | -79 | -78 | -76 | -69 |
| E | 1723697950.141 | 92.550 | 31.690 | 51.816 | -69 | -65 | -73 | -77 | -70 | -71 | -73 | -69 |
| F | 1723698160.153 | 61.134 | 41.430 | 51.816 | -83 | -75 | -75 | -78 | -77 | -84 | -74 | -65 |
| G | 1723697926.134 | 29.718 | 24.112 | 51.816 | -88 | -79 | -100 | -78 | -80 | -76 | -77 | -74 |
| H | 1723698003.146 | 18.680 | 48.623 | 51.816 | -85 | -73 | -75 | -78 | -80 | -74 | -76 | -65 |
| I | 1723698034.143 | 99.343 | 88.129 | 51.816 | -80 | -100 | -85 | -73 | -73 | -74 | -79 | -78 |
| J | 1723698043.152 | 122.268 | 48.211 | 51.816 | -69 | -100 | -74 | -72 | -71 | -70 | -72 | -100 |
| K | 1723698018.157 | 57.738 | 70.651 | 51.816 | -84 | -83 | -76 | -83 | -70 | -76 | -73 | -72 |
| L | 1723697798.147 | 5.944 | 60.579 | 51.816 | -100 | -97 | -100 | -100 | -100 | -83 | -83 | -66 |
| M | 1723698471.158 | 24.623 | 30.721 | 51.816 | -75 | -76 | -78 | -71 | -78 | -75 | -100 | -76 |
| N | 1723698329.144 | 93.399 | 57.195 | 51.816 | -80 | -82 | -77 | -75 | -73 | -83 | -73 | -63 |
| O | 1723698301.184 | 95.098 | 31.199 | 51.816 | -69 | -69 | -73 | -80 | -71 | -71 | -74 | -70 |
| P | 1723697800.169 | 8.491 | 60.672 | 51.816 | -100 | -92 | -100 | -93 | -100 | -83 | -94 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698072.141
- **Target RSSI fingerprint:** [-100, -64, -74, -75, -76, -100, -70, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68143831928927,
57.48727798461914,
51.816
] | 16 |
37,817 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693120.158 | 174.063 | 70.638 | 60.960 | -81 | -79 | -81 | -80 | -83 | -71 | -78 | -72 |
| B | 1723693121.163 | 176.610 | 66.405 | 60.960 | -73 | -100 | -81 | -79 | -82 | -69 | -80 | -71 |
| C | 1723693253.181 | 210.573 | 62.185 | 60.960 | -82 | -76 | -77 | -75 | -78 | -80 | -80 | -77 |
| D | 1723693683.158 | 123.117 | 12.328 | 60.960 | -100 | -79 | -78 | -73 | -86 | -82 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693334.153
- **Target RSSI fingerprint:** [-81, -82, -74, -75, -64, -77, -65, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
191.89341005606528,
44.77425575256348,
60.96
] | 4 |
7,834 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999724.208 | 114.623 | 141.330 | 42.672 | -88 | -100 | -100 | -77 | -78 | -84 | -78 | -63 |
| B | 1731999719.242 | 106.133 | 147.354 | 42.672 | -89 | -88 | -77 | -80 | -66 | -79 | -79 | -79 |
| C | 1731999891.229 | 43.302 | 117.642 | 42.672 | -88 | -78 | -94 | -88 | -87 | -74 | -72 | -90 |
| D | 1732000185.230 | 30.566 | 25.891 | 42.672 | -78 | -75 | -83 | -84 | -87 | -78 | -73 | -77 |
| E | 1731999775.239 | 28.868 | 125.525 | 42.672 | -83 | -86 | -75 | -100 | -78 | -76 | -76 | -83 |
| F | 1731999894.242 | 52.642 | 106.044 | 42.672 | -87 | -90 | -89 | -92 | -87 | -83 | -75 | -84 |
| G | 1731999942.221 | 144.341 | 121.159 | 42.672 | -86 | -84 | -77 | -79 | -100 | -78 | -76 | -63 |
| H | 1731999672.211 | 40.755 | 150.911 | 42.672 | -80 | -90 | -74 | -88 | -81 | -89 | -90 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999559.221
- **Target RSSI fingerprint:** [-91, -83, -100, -82, -75, -88, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52875660780548,
86.41670227050781,
42.672000000000004
] | 8 |
28,622 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940971.153 | 90.850 | 15.553 | 51.816 | -75 | -81 | -77 | -78 | -73 | -74 | -73 | -70 |
| B | 1725940961.141 | 40.755 | 24.019 | 51.816 | -74 | -74 | -74 | -76 | -65 | -63 | -67 | -69 |
| C | 1725941364.153 | 54.340 | 25.081 | 51.816 | -82 | -86 | -79 | -79 | -73 | -74 | -70 | -73 |
| D | 1725940911.161 | 98.492 | 34.131 | 51.816 | -76 | -86 | -75 | -82 | -71 | -75 | -73 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941254.159
- **Target RSSI fingerprint:** [-74, -64, -72, -70, -70, -64, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943476296255833,
62.03901767730713,
51.816
] | 4 |
21,788 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937656.154 | 25.472 | 14.292 | 30.480 | -70 | -86 | -83 | -84 | -83 | -81 | -71 | -69 |
| B | 1725938239.148 | 5.094 | 22.453 | 30.480 | -74 | -74 | -74 | -75 | -69 | -66 | -59 | -61 |
| C | 1725938036.139 | 85.756 | 3.132 | 30.480 | -75 | -83 | -85 | -81 | -83 | -81 | -83 | -68 |
| D | 1725937642.151 | 52.642 | 24.126 | 30.480 | -73 | -86 | -86 | -83 | -100 | -85 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938343.174
- **Target RSSI fingerprint:** [-91, -94, -92, -92, -88, -96, -87, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.0006043481907,
8.094930648803711,
30.48
] | 4 |
5,190 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999719.155 | 138.397 | 65.675 | 42.672 | -83 | -84 | -77 | -84 | -83 | -78 | -75 | -64 |
| B | 1723000133.150 | 20.377 | 91.300 | 42.672 | -78 | -86 | -79 | -86 | -84 | -87 | -67 | -83 |
| C | 1722999877.138 | 45.849 | 48.198 | 42.672 | -100 | -82 | -100 | -81 | -82 | -84 | -88 | -66 |
| D | 1723000004.141 | 45.849 | 88.500 | 42.672 | -84 | -80 | -86 | -80 | -86 | -88 | -91 | -69 |
| E | 1722999839.156 | 137.548 | 15.885 | 42.672 | -81 | -80 | -81 | -74 | -69 | -74 | -74 | -82 |
| F | 1722999835.138 | 119.718 | 15.380 | 42.672 | -85 | -88 | -83 | -79 | -74 | -75 | -68 | -76 |
| G | 1722999927.148 | 113.774 | 98.771 | 42.672 | -88 | -87 | -84 | -85 | -86 | -72 | -68 | -71 |
| H | 1722999613.156 | 135.850 | 13.841 | 42.672 | -72 | -68 | -72 | -66 | -67 | -71 | -71 | -72 |
| I | 1722999700.151 | 106.133 | 95.679 | 42.672 | -84 | -88 | -84 | -88 | -88 | -75 | -69 | -67 |
| J | 1723000132.135 | 15.283 | 90.796 | 42.672 | -81 | -86 | -80 | -86 | -90 | -86 | -67 | -81 |
| K | 1722999553.152 | 46.698 | 88.527 | 42.672 | -78 | -77 | -82 | -81 | -85 | -86 | -85 | -69 |
| L | 1723000058.152 | 106.982 | 15.566 | 42.672 | -79 | -75 | -81 | -76 | -79 | -73 | -69 | -70 |
| M | 1722999555.157 | 36.510 | 87.837 | 42.672 | -87 | -80 | -76 | -82 | -86 | -87 | -87 | -74 |
| N | 1723000267.152 | 71.321 | 2.415 | 42.672 | -90 | -96 | -100 | -92 | -86 | -88 | -94 | -91 |
| O | 1722999622.156 | 139.246 | 22.520 | 42.672 | -88 | -87 | -85 | -82 | -77 | -85 | -70 | -81 |
| P | 1722999943.149 | 137.548 | 70.705 | 42.672 | -82 | -89 | -80 | -83 | -82 | -79 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000008.162
- **Target RSSI fingerprint:** [-78, -81, -78, -74, -70, -82, -100, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.320929062004485,
87.3854398727417,
42.672000000000004
] | 16 |
42,597 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123699.134 | 2.547 | 59.757 | 60.960 | -96 | -100 | -100 | -100 | -93 | -87 | -86 | -73 |
| B | 1724123600.141 | 23.774 | 16.495 | 60.960 | -78 | -79 | -80 | -80 | -80 | -76 | -76 | -78 |
| C | 1724123105.132 | 100.192 | 61.336 | 60.960 | -78 | -83 | -77 | -76 | -78 | -76 | -84 | -62 |
| D | 1724123080.144 | 80.663 | 29.381 | 60.960 | -75 | -83 | -77 | -81 | -76 | -78 | -78 | -67 |
| E | 1724123056.140 | 19.529 | 34.052 | 60.960 | -88 | -76 | -81 | -74 | -80 | -76 | -69 | -80 |
| F | 1724123485.143 | 14.434 | 31.942 | 60.960 | -81 | -77 | -81 | -76 | -79 | -75 | -66 | -71 |
| G | 1724123189.127 | 75.569 | 21.140 | 60.960 | -75 | -82 | -69 | -83 | -77 | -78 | -81 | -63 |
| H | 1724123123.147 | 21.227 | 21.405 | 60.960 | -84 | -82 | -81 | -83 | -81 | -80 | -82 | -65 |
| I | 1724123109.148 | 82.361 | 52.206 | 60.960 | -75 | -84 | -73 | -78 | -73 | -78 | -83 | -63 |
| J | 1724123055.143 | 16.982 | 38.484 | 60.960 | -77 | -74 | -80 | -79 | -76 | -76 | -69 | -77 |
| K | 1724123058.143 | 23.774 | 25.227 | 60.960 | -82 | -68 | -81 | -67 | -75 | -75 | -61 | -100 |
| L | 1724123607.129 | 9.340 | 48.636 | 60.960 | -89 | -75 | -85 | -76 | -76 | -78 | -70 | -76 |
| M | 1724123195.131 | 71.323 | 19.162 | 60.960 | -77 | -77 | -82 | -76 | -80 | -80 | -79 | -70 |
| N | 1724123296.132 | 33.114 | 26.421 | 60.960 | -82 | -83 | -74 | -81 | -79 | -80 | -74 | -65 |
| O | 1724123059.130 | 26.322 | 20.861 | 60.960 | -82 | -78 | -84 | -77 | -78 | -76 | -73 | -80 |
| P | 1724123269.129 | 109.532 | 45.133 | 60.960 | -76 | -84 | -80 | -82 | -78 | -75 | -83 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123527.144
- **Target RSSI fingerprint:** [-78, -84, -74, -80, -80, -78, -84, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92841657212637,
48.59612464904785,
60.96
] | 16 |
9,389 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004987.147 | 32.264 | 89.562 | 60.960 | -100 | -80 | -84 | -79 | -84 | -82 | -71 | -80 |
| B | 1723005129.152 | 67.925 | 0.756 | 60.960 | -94 | -100 | -98 | -100 | -101 | -92 | -85 | -81 |
| C | 1723004803.167 | 131.605 | 38.763 | 60.960 | -79 | -77 | -84 | -67 | -86 | -87 | -75 | -69 |
| D | 1723004378.155 | 133.303 | 11.426 | 60.960 | -84 | -83 | -79 | -75 | -84 | -81 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005000.141
- **Target RSSI fingerprint:** [-77, -100, -87, -83, -86, -85, -70, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88746581836645,
92.40164279937744,
60.96
] | 4 |
5,050 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838864.161 | 28.019 | 111.033 | 51.816 | -82 | -83 | -74 | -85 | -71 | -72 | -75 | -67 |
| B | 1722838736.176 | 53.491 | 78.985 | 51.816 | -82 | -72 | -81 | -82 | -84 | -78 | -80 | -76 |
| C | 1722838543.169 | 2.547 | 2.216 | 51.816 | -100 | -100 | -100 | -87 | -83 | -95 | -100 | -81 |
| D | 1722839166.154 | 12.736 | 127.077 | 51.816 | -86 | -86 | -83 | -85 | -85 | -84 | -88 | -88 |
| E | 1722839328.172 | 123.963 | 106.495 | 51.816 | -82 | -84 | -77 | -71 | -86 | -91 | -83 | -82 |
| F | 1722839278.165 | 40.755 | 95.812 | 51.816 | -83 | -75 | -76 | -82 | -75 | -69 | -72 | -68 |
| G | 1722839295.159 | 78.963 | 124.463 | 51.816 | -83 | -80 | -85 | -72 | -79 | -72 | -66 | -72 |
| H | 1722839229.160 | 112.925 | 158.754 | 51.816 | -85 | -81 | -87 | -81 | -71 | -91 | -83 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839085.167
- **Target RSSI fingerprint:** [-87, -83, -83, -83, -81, -71, -70, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969166900321,
107.14503288269043,
51.816
] | 8 |
36,404 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126824.155 | 35.662 | 40.501 | 42.672 | -82 | -65 | -79 | -100 | -73 | -68 | -67 | -54 |
| B | 1724126930.140 | 40.756 | 32.818 | 42.672 | -100 | -65 | -72 | -68 | -82 | -69 | -77 | -54 |
| C | 1724126867.144 | 99.343 | 22.931 | 42.672 | -94 | -81 | -91 | -86 | -92 | -85 | -90 | -86 |
| D | 1724127160.139 | 132.457 | 36.865 | 42.672 | -77 | -100 | -75 | -81 | -100 | -73 | -100 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126621.130
- **Target RSSI fingerprint:** [-100, -62, -100, -70, -84, -70, -76, -55]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.54881642673057,
26.580567359924316,
42.672000000000004
] | 4 |
10,724 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994674.242 | 2.547 | 61.336 | 51.816 | -67 | -83 | -100 | -88 | -76 | -87 | -75 | -72 |
| B | 1731994630.203 | 108.680 | 62.291 | 51.816 | -88 | -76 | -80 | -69 | -73 | -74 | -76 | -69 |
| C | 1731994780.212 | 28.019 | 51.502 | 51.816 | -87 | -76 | -83 | -83 | -92 | -68 | -71 | -80 |
| D | 1731994601.222 | 56.038 | 74.526 | 51.816 | -84 | -91 | -73 | -85 | -85 | -84 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994560.204
- **Target RSSI fingerprint:** [-100, -83, -83, -78, -86, -78, -71, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849380002266706,
96.70124530792236,
51.816
] | 4 |
17,192 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829019.157 | 113.774 | 42.744 | 42.672 | -100 | -91 | -78 | -80 | -80 | -86 | -67 | -78 |
| B | 1722828704.182 | 107.831 | 48.596 | 42.672 | -87 | -83 | -81 | -79 | -88 | -79 | -78 | -76 |
| C | 1722829093.161 | 64.529 | 8.029 | 42.672 | -77 | -89 | -100 | -99 | -80 | -82 | -86 | -97 |
| D | 1722828483.135 | 42.453 | 78.600 | 42.672 | -90 | -91 | -87 | -79 | -86 | -85 | -86 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828950.141
- **Target RSSI fingerprint:** [-83, -90, -84, -83, -84, -81, -76, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.98125123902439,
68.62112522125244,
42.672000000000004
] | 4 |
10,736 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999800.234 | 56.887 | 160.120 | 42.672 | -89 | -88 | -89 | -90 | -78 | -86 | -81 | -91 |
| B | 1731999440.224 | 3.396 | 12.182 | 42.672 | -96 | -82 | -100 | -91 | -94 | -75 | -96 | -75 |
| C | 1731999675.217 | 29.717 | 140.016 | 42.672 | -93 | -88 | -77 | -74 | -88 | -85 | -86 | -87 |
| D | 1731999595.216 | 31.415 | 147.354 | 42.672 | -90 | -88 | -87 | -91 | -90 | -90 | -91 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000198.230
- **Target RSSI fingerprint:** [-81, -79, -81, -79, -76, -80, -73, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.49062586944809,
7.909145355224609,
42.672000000000004
] | 4 |
30,248 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689696.139 | 225.008 | 108.525 | 42.672 | -100 | -80 | -75 | -69 | -100 | -100 | -72 | -100 |
| B | 1723690211.153 | 162.175 | 1.553 | 42.672 | -87 | -80 | -87 | -87 | -87 | -90 | -83 | -76 |
| C | 1723690327.135 | 10.189 | 70.797 | 42.672 | -92 | -104 | -102 | -100 | -95 | -93 | -97 | -97 |
| D | 1723689876.147 | 206.328 | 59.398 | 42.672 | -79 | -84 | -83 | -80 | -74 | -82 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689568.965
- **Target RSSI fingerprint:** [-87, -100, -82, -100, -100, -70, -100, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736288468555774,
74.26103591918945,
42.672000000000004
] | 4 |
20,032 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833438.163 | 4.245 | 57.275 | 60.960 | -91 | -89 | -84 | -73 | -77 | -73 | -76 | -76 |
| B | 1722833421.171 | 64.529 | 10.935 | 60.960 | -89 | -91 | -93 | -75 | -86 | -84 | -89 | -83 |
| C | 1722833981.161 | 117.171 | 77.167 | 60.960 | -80 | -83 | -83 | -78 | -92 | -85 | -77 | -81 |
| D | 1722833686.155 | 121.416 | 56.187 | 60.960 | -83 | -88 | -79 | -77 | -80 | -63 | -77 | -78 |
| E | 1722833886.163 | 129.907 | 63.618 | 60.960 | -81 | -78 | -76 | -78 | -79 | -66 | -76 | -80 |
| F | 1722833918.154 | 55.189 | 104.239 | 60.960 | -81 | -78 | -80 | -80 | -78 | -79 | -82 | -78 |
| G | 1722833591.157 | 129.058 | 63.685 | 60.960 | -81 | -84 | -81 | -78 | -100 | -72 | -79 | -82 |
| H | 1722833727.163 | 35.661 | 88.341 | 60.960 | -86 | -90 | -84 | -85 | -76 | -86 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833616.210
- **Target RSSI fingerprint:** [-82, -100, -84, -84, -83, -82, -80, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594193130761,
6.197266578674316,
60.96
] | 8 |
27,934 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939741.141 | 10.189 | 71.249 | 42.672 | -82 | -76 | -76 | -73 | -62 | -72 | -67 | -68 |
| B | 1725939510.143 | 39.057 | 14.770 | 42.672 | -88 | -72 | -77 | -84 | -83 | -71 | -76 | -79 |
| C | 1725939459.141 | 104.435 | 15.951 | 42.672 | -87 | -74 | -77 | -76 | -83 | -71 | -68 | -64 |
| D | 1725939725.170 | 0.000 | 21.511 | 42.672 | -85 | -74 | -68 | -83 | -83 | -80 | -82 | -83 |
| E | 1725939610.147 | 10.189 | 66.790 | 42.672 | -77 | -73 | -72 | -73 | -65 | -71 | -73 | -64 |
| F | 1725939301.170 | 51.793 | 14.093 | 42.672 | -82 | -100 | -100 | -79 | -75 | -74 | -75 | -71 |
| G | 1725939702.152 | 53.491 | 22.453 | 42.672 | -84 | -74 | -63 | -78 | -77 | -67 | -75 | -66 |
| H | 1725939807.149 | 53.491 | 48.490 | 42.672 | -72 | -100 | -100 | -100 | -100 | -68 | -74 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939611.171
- **Target RSSI fingerprint:** [-70, -64, -64, -66, -63, -68, -72, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680208210069,
67.97087669372559,
42.672000000000004
] | 8 |
9,213 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840818.169 | 61.982 | 68.130 | 60.960 | -84 | -88 | -68 | -77 | -83 | -83 | -81 | -79 |
| B | 1722841015.162 | 80.661 | 69.165 | 60.960 | -79 | -76 | -82 | -70 | -78 | -74 | -73 | -76 |
| C | 1722841005.171 | 118.869 | 101.280 | 60.960 | -90 | -80 | -82 | -73 | -79 | -80 | -73 | -78 |
| D | 1722840851.152 | 47.548 | 157.745 | 60.960 | -78 | -79 | -84 | -84 | -82 | -74 | -74 | -80 |
| E | 1722841133.174 | 54.340 | 161.646 | 60.960 | -80 | -81 | -83 | -86 | -86 | -75 | -73 | -77 |
| F | 1722841107.177 | 116.322 | 148.177 | 60.960 | -89 | -86 | -73 | -74 | -76 | -74 | -76 | -70 |
| G | 1722840793.172 | 0.000 | 10.908 | 60.960 | -74 | -79 | -79 | -70 | -82 | -81 | -79 | -79 |
| H | 1722841306.153 | 133.303 | 120.296 | 60.960 | -91 | -77 | -75 | -77 | -84 | -75 | -80 | -75 |
| I | 1722841143.180 | 16.981 | 128.869 | 60.960 | -69 | -81 | -75 | -79 | -72 | -74 | -74 | -72 |
| J | 1722840907.181 | 101.038 | 173.006 | 60.960 | -86 | -81 | -76 | -79 | -71 | -71 | -80 | -72 |
| K | 1722840978.143 | 106.982 | 147.766 | 60.960 | -87 | -80 | -81 | -82 | -76 | -72 | -86 | -73 |
| L | 1722840971.147 | 80.661 | 125.432 | 60.960 | -82 | -83 | -76 | -84 | -77 | -75 | -73 | -72 |
| M | 1722841038.184 | 18.679 | 116.355 | 60.960 | -74 | -83 | -87 | -81 | -72 | -78 | -80 | -71 |
| N | 1722841416.183 | 114.623 | 97.975 | 60.960 | -90 | -80 | -79 | -71 | -80 | -77 | -73 | -77 |
| O | 1722841011.161 | 95.944 | 81.746 | 60.960 | -83 | -73 | -100 | -100 | -75 | -76 | -71 | -74 |
| P | 1722841201.158 | 136.699 | 117.045 | 60.960 | -87 | -78 | -82 | -74 | -71 | -80 | -70 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841446.183
- **Target RSSI fingerprint:** [-72, -81, -82, -70, -85, -79, -73, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.717189292110504,
26.248807907104492,
60.96
] | 16 |
40,264 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128640.141 | 86.607 | 43.447 | 51.816 | -76 | -100 | -100 | -85 | -77 | -84 | -77 | -67 |
| B | 1724128716.134 | 42.454 | 31.968 | 51.816 | -80 | -79 | -85 | -83 | -76 | -81 | -82 | -65 |
| C | 1724128658.161 | 134.156 | 40.806 | 51.816 | -91 | -80 | -83 | -80 | -80 | -80 | -87 | -79 |
| D | 1724128768.145 | 91.701 | 19.441 | 51.816 | -79 | -100 | -76 | -77 | -100 | -76 | -67 | -100 |
| E | 1724128651.143 | 99.343 | 24.935 | 51.816 | -90 | -100 | -85 | -89 | -83 | -86 | -100 | -78 |
| F | 1724129064.139 | 3.396 | 115.903 | 51.816 | -100 | -96 | -93 | -100 | -98 | -100 | -87 | -96 |
| G | 1724128593.133 | 55.191 | 1.765 | 51.816 | -85 | -84 | -79 | -72 | -82 | -82 | -63 | -81 |
| H | 1724128919.119 | 110.381 | 64.919 | 51.816 | -100 | -79 | -86 | -81 | -79 | -78 | -83 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128436.153
- **Target RSSI fingerprint:** [-85, -79, -80, -78, -82, -78, -69, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.756128185053235,
60.327138900756836,
51.816
] | 8 |
32,839 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689916.144 | 180.855 | 113.860 | 42.672 | -84 | -85 | -80 | -88 | -72 | -72 | -84 | -81 |
| B | 1723690040.149 | 135.005 | 75.217 | 42.672 | -89 | -81 | -84 | -75 | -82 | -86 | -80 | -80 |
| C | 1723690242.157 | 49.247 | 51.064 | 42.672 | -89 | -100 | -100 | -100 | -80 | -90 | -69 | -75 |
| D | 1723689620.183 | 150.288 | 23.807 | 42.672 | -91 | -90 | -85 | -84 | -100 | -100 | -68 | -71 |
| E | 1723690230.161 | 104.438 | 25.333 | 42.672 | -81 | -100 | -84 | -81 | -76 | -73 | -71 | -73 |
| F | 1723690046.151 | 157.081 | 96.635 | 42.672 | -89 | -88 | -84 | -86 | -85 | -85 | -76 | -85 |
| G | 1723690155.159 | 163.874 | 57.328 | 42.672 | -87 | -86 | -82 | -75 | -82 | -79 | -100 | -78 |
| H | 1723689932.123 | 126.514 | 64.507 | 42.672 | -84 | -81 | -83 | -89 | -71 | -71 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690112.152
- **Target RSSI fingerprint:** [-83, -85, -72, -81, -71, -71, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
193.59158472204777,
123.78608703613281,
42.672000000000004
] | 8 |
32,554 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128531.148 | 45.002 | 31.013 | 51.816 | -81 | -78 | -84 | -73 | -75 | -73 | -73 | -68 |
| B | 1724128749.149 | 135.854 | 54.594 | 51.816 | -79 | -82 | -83 | -64 | -80 | -75 | -100 | -68 |
| C | 1724128802.135 | 40.756 | 61.575 | 51.816 | -79 | -100 | -80 | -81 | -79 | -84 | -67 | -72 |
| D | 1724128456.134 | 85.758 | 39.028 | 51.816 | -78 | -100 | -83 | -63 | -77 | -83 | -77 | -67 |
| E | 1724128747.151 | 130.759 | 63.777 | 51.816 | -100 | -79 | -100 | -64 | -70 | -73 | -100 | -64 |
| F | 1724128557.116 | 129.061 | 71.050 | 51.816 | -80 | -79 | -77 | -80 | -77 | -78 | -83 | -66 |
| G | 1724128816.130 | 78.116 | 75.217 | 51.816 | -80 | -83 | -84 | -66 | -79 | -84 | -79 | -71 |
| H | 1724128971.158 | 45.002 | 22.321 | 51.816 | -100 | -73 | -80 | -100 | -100 | -74 | -64 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128836.144
- **Target RSSI fingerprint:** [-100, -80, -77, -76, -80, -82, -100, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026650504113,
29.300994873046875,
51.816
] | 8 |
5,537 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008399.149 | 161.322 | 8.626 | 51.816 | -79 | -84 | -75 | -86 | -74 | -76 | -82 | -75 |
| B | 1723007915.151 | 174.907 | 44.442 | 51.816 | -78 | -77 | -75 | -79 | -81 | -81 | -72 | -78 |
| C | 1723008623.166 | 186.794 | 27.855 | 51.816 | -85 | -84 | -84 | -79 | -80 | -75 | -71 | -70 |
| D | 1723008575.146 | 13.585 | 83.935 | 51.816 | -90 | -87 | -82 | -74 | -79 | -72 | -84 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008387.133
- **Target RSSI fingerprint:** [-78, -79, -71, -83, -77, -74, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
143.49151351259928,
62.2778844833374,
51.816
] | 4 |
15,650 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994530.210 | 98.491 | 67.029 | 51.816 | -95 | -94 | -87 | -87 | -77 | -84 | -77 | -81 |
| B | 1731994591.203 | 26.321 | 45.106 | 51.816 | -90 | -90 | -87 | -87 | -90 | -78 | -81 | -81 |
| C | 1731994624.240 | 104.435 | 67.958 | 51.816 | -84 | -85 | -89 | -80 | -81 | -87 | -80 | -66 |
| D | 1731994820.237 | 119.718 | 76.172 | 51.816 | -81 | -83 | -91 | -80 | -79 | -87 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994684.227
- **Target RSSI fingerprint:** [-88, -100, -90, -87, -76, -82, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471877779037058,
94.737229347229,
51.816
] | 4 |
25,224 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941087.159 | 77.265 | 80.843 | 51.816 | -70 | -82 | -80 | -75 | -78 | -79 | -76 | -65 |
| B | 1725941035.159 | 25.472 | 27.417 | 51.816 | -83 | -84 | -75 | -73 | -100 | -100 | -100 | -71 |
| C | 1725941294.166 | 95.945 | 63.711 | 51.816 | -68 | -86 | -80 | -78 | -78 | -81 | -80 | -64 |
| D | 1725941441.149 | 41.604 | 29.606 | 51.816 | -86 | -64 | -100 | -100 | -72 | -78 | -100 | -100 |
| E | 1725941247.162 | 0.000 | 32.857 | 51.816 | -80 | -79 | -74 | -73 | -63 | -65 | -60 | -71 |
| F | 1725940956.142 | 16.132 | 27.775 | 51.816 | -85 | -75 | -77 | -77 | -76 | -77 | -71 | -70 |
| G | 1725941358.166 | 22.925 | 30.044 | 51.816 | -87 | -78 | -78 | -77 | -74 | -72 | -73 | -72 |
| H | 1725941227.171 | 51.793 | 21.657 | 51.816 | -84 | -83 | -81 | -79 | -79 | -78 | -72 | -67 |
| I | 1725941389.144 | 54.340 | 24.245 | 51.816 | -85 | -83 | -77 | -79 | -72 | -68 | -69 | -74 |
| J | 1725940985.148 | 106.983 | 40.966 | 51.816 | -86 | -83 | -71 | -73 | -75 | -78 | -76 | -63 |
| K | 1725940939.147 | 8.491 | 65.357 | 51.816 | -86 | -74 | -79 | -77 | -72 | -73 | -66 | -63 |
| L | 1725940787.162 | 107.832 | 38.272 | 51.816 | -70 | -100 | -72 | -70 | -73 | -65 | -74 | -62 |
| M | 1725940963.139 | 50.944 | 22.520 | 51.816 | -88 | -84 | -79 | -76 | -72 | -68 | -70 | -72 |
| N | 1725940835.158 | 19.529 | 26.355 | 51.816 | -83 | -82 | -77 | -75 | -74 | -67 | -71 | -73 |
| O | 1725940792.156 | 105.284 | 46.446 | 51.816 | -82 | -81 | -78 | -83 | -75 | -75 | -66 | -72 |
| P | 1725941309.150 | 106.983 | 33.985 | 51.816 | -82 | -84 | -82 | -84 | -74 | -74 | -69 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940834.138
- **Target RSSI fingerprint:** [-85, -80, -76, -74, -75, -75, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.622973227345593,
25.34642219543457,
51.816
] | 16 |
16,789 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008557.153 | 28.019 | 39.811 | 51.816 | -79 | -100 | -71 | -80 | -69 | -79 | -79 | -84 |
| B | 1723008006.165 | 9.340 | 81.467 | 51.816 | -83 | -89 | -80 | -100 | -75 | -74 | -77 | -72 |
| C | 1723008529.426 | 140.944 | 44.748 | 51.816 | -90 | -83 | -75 | -86 | -79 | -89 | -73 | -75 |
| D | 1723008319.152 | 72.170 | 40.594 | 51.816 | -67 | -87 | -88 | -79 | -78 | -79 | -73 | -79 |
| E | 1723008487.146 | 54.340 | 6.887 | 51.816 | -83 | -78 | -80 | -74 | -79 | -73 | -72 | -81 |
| F | 1723008307.171 | 132.454 | 43.062 | 51.816 | -90 | -87 | -76 | -88 | -81 | -86 | -77 | -80 |
| G | 1723008625.152 | 193.586 | 20.569 | 51.816 | -82 | -70 | -85 | -77 | -90 | -81 | -70 | -79 |
| H | 1723008518.139 | 150.284 | 25.293 | 51.816 | -92 | -88 | -88 | -89 | -84 | -82 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008443.154
- **Target RSSI fingerprint:** [-84, -83, -73, -83, -77, -85, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07591460056416,
85.6735610961914,
51.816
] | 8 |
14,778 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003366.144 | 60.283 | 10.696 | 51.816 | -84 | -84 | -84 | -84 | -78 | -100 | -69 | -63 |
| B | 1723002566.159 | 68.774 | 1.208 | 51.816 | -100 | -91 | -85 | -91 | -78 | -100 | -89 | -81 |
| C | 1723003400.161 | 126.510 | 49.976 | 51.816 | -87 | -83 | -76 | -77 | -75 | -74 | -72 | -78 |
| D | 1723003169.162 | 132.454 | 15.460 | 51.816 | -84 | -85 | -85 | -79 | -100 | -80 | -77 | -80 |
| E | 1723003196.143 | 63.680 | 45.172 | 51.816 | -82 | -67 | -73 | -77 | -100 | -78 | -81 | -62 |
| F | 1723002893.148 | 6.792 | 85.727 | 51.816 | -82 | -90 | -84 | -83 | -62 | -86 | -87 | -74 |
| G | 1723002863.140 | 74.717 | 33.561 | 51.816 | -80 | -74 | -86 | -84 | -81 | -73 | -75 | -67 |
| H | 1723002842.146 | 128.208 | 10.762 | 51.816 | -84 | -100 | -84 | -75 | -84 | -74 | -84 | -73 |
| I | 1723002823.171 | 126.510 | 72.788 | 51.816 | -87 | -88 | -87 | -88 | -82 | -66 | -76 | -71 |
| J | 1723002937.163 | 98.491 | 11.718 | 51.816 | -81 | -77 | -81 | -77 | -79 | -82 | -70 | -64 |
| K | 1723003011.150 | 21.227 | 91.061 | 51.816 | -80 | -82 | -86 | -85 | -82 | -80 | -69 | -83 |
| L | 1723003012.180 | 26.321 | 91.313 | 51.816 | -83 | -81 | -88 | -86 | -81 | -80 | -68 | -83 |
| M | 1723003479.157 | 114.623 | 80.219 | 51.816 | -85 | -86 | -85 | -81 | -76 | -82 | -70 | -61 |
| N | 1723003219.165 | 3.396 | 78.096 | 51.816 | -83 | -88 | -89 | -94 | -78 | -84 | -80 | -76 |
| O | 1723002862.133 | 75.567 | 28.571 | 51.816 | -78 | -75 | -83 | -83 | -81 | -73 | -77 | -68 |
| P | 1723002989.140 | 12.736 | 42.439 | 51.816 | -81 | -85 | -75 | -71 | -100 | -86 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003246.167
- **Target RSSI fingerprint:** [-81, -85, -87, -86, -81, -80, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73652818662916,
93.9940881729126,
51.816
] | 16 |
8,514 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003202.160 | 34.812 | 44.456 | 51.816 | -87 | -76 | -75 | -72 | -80 | -87 | -84 | -65 |
| B | 1723002969.144 | 104.435 | 49.034 | 51.816 | -77 | -77 | -82 | -83 | -79 | -79 | -85 | -61 |
| C | 1723002821.157 | 124.812 | 83.882 | 51.816 | -79 | -100 | -67 | -71 | -71 | -65 | -77 | -100 |
| D | 1723002844.140 | 118.869 | 9.860 | 51.816 | -77 | -85 | -86 | -79 | -81 | -75 | -84 | -78 |
| E | 1723003586.156 | 67.925 | 0.438 | 51.816 | -105 | -107 | -103 | -101 | -88 | -100 | -100 | -85 |
| F | 1723002890.153 | 20.377 | 86.735 | 51.816 | -86 | -75 | -85 | -88 | -85 | -90 | -87 | -73 |
| G | 1723003393.148 | 129.907 | 42.200 | 51.816 | -83 | -86 | -78 | -83 | -86 | -73 | -75 | -82 |
| H | 1723003468.146 | 118.869 | 95.361 | 51.816 | -73 | -87 | -83 | -87 | -86 | -80 | -69 | -64 |
| I | 1723003354.156 | 26.321 | 9.541 | 51.816 | -82 | -73 | -78 | -71 | -75 | -85 | -73 | -77 |
| J | 1723003081.142 | 75.567 | 27.629 | 51.816 | -89 | -83 | -87 | -82 | -80 | -75 | -77 | -70 |
| K | 1723003259.154 | 124.812 | 79.025 | 51.816 | -79 | -89 | -85 | -89 | -78 | -66 | -73 | -67 |
| L | 1723003281.154 | 124.812 | 9.157 | 51.816 | -84 | -74 | -82 | -79 | -81 | -77 | -83 | -78 |
| M | 1723003078.148 | 78.114 | 13.615 | 51.816 | -86 | -87 | -89 | -87 | -86 | -85 | -82 | -78 |
| N | 1723003013.146 | 31.415 | 91.605 | 51.816 | -83 | -82 | -83 | -87 | -88 | -81 | -68 | -81 |
| O | 1723003389.184 | 133.303 | 21.684 | 51.816 | -81 | -87 | -84 | -78 | -82 | -74 | -75 | -79 |
| P | 1723002909.149 | 15.283 | 44.204 | 51.816 | -82 | -75 | -84 | -77 | -83 | -100 | -69 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003053.144
- **Target RSSI fingerprint:** [-79, -67, -78, -79, -78, -69, -70, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
133.30276797769238,
18.15387725830078,
51.816
] | 16 |
9,658 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828840.158 | 60.283 | 12.686 | 42.672 | -85 | -86 | -78 | -82 | -78 | -72 | -78 | -76 |
| B | 1722828569.160 | 3.396 | 52.591 | 42.672 | -85 | -89 | -83 | -87 | -88 | -76 | -75 | -79 |
| C | 1722828769.174 | 21.227 | 43.593 | 42.672 | -85 | -87 | -85 | -89 | -90 | -74 | -73 | -86 |
| D | 1722829002.144 | 105.284 | 86.828 | 42.672 | -82 | -74 | -86 | -74 | -78 | -85 | -74 | -68 |
| E | 1722828519.143 | 119.718 | 60.274 | 42.672 | -88 | -91 | -83 | -87 | -83 | -79 | -80 | -86 |
| F | 1722828616.143 | 123.114 | 66.909 | 42.672 | -88 | -73 | -79 | -75 | -84 | -86 | -77 | -74 |
| G | 1722828822.155 | 111.227 | 37.622 | 42.672 | -93 | -93 | -82 | -78 | -77 | -89 | -77 | -69 |
| H | 1722829014.159 | 126.510 | 63.366 | 42.672 | -92 | -92 | -80 | -81 | -77 | -88 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828427.148
- **Target RSSI fingerprint:** [-99, -89, -99, -91, -80, -77, -95, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.5287547082927,
10.390706062316895,
42.672000000000004
] | 8 |
5,208 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841443.171 | 41.604 | 35.472 | 60.960 | -82 | -80 | -71 | -70 | -85 | -82 | -77 | -73 |
| B | 1722840902.164 | 113.774 | 151.853 | 60.960 | -77 | -84 | -89 | -74 | -72 | -71 | -73 | -77 |
| C | 1722841309.161 | 124.812 | 133.858 | 60.960 | -81 | -82 | -88 | -77 | -81 | -72 | -75 | -76 |
| D | 1722841376.150 | 61.133 | 108.777 | 60.960 | -86 | -88 | -76 | -85 | -79 | -73 | -73 | -73 |
| E | 1722841284.158 | 101.038 | 91.977 | 60.960 | -82 | -77 | -77 | -73 | -70 | -68 | -68 | -77 |
| F | 1722841272.168 | 64.529 | 138.184 | 60.960 | -79 | -81 | -71 | -76 | -69 | -69 | -66 | -72 |
| G | 1722841009.156 | 103.586 | 88.421 | 60.960 | -78 | -79 | -86 | -70 | -78 | -79 | -80 | -72 |
| H | 1722840927.171 | 56.038 | 163.557 | 60.960 | -77 | -80 | -78 | -83 | -82 | -78 | -73 | -74 |
| I | 1722841380.174 | 76.416 | 122.552 | 60.960 | -76 | -85 | -80 | -85 | -79 | -73 | -75 | -74 |
| J | 1722840839.166 | 10.189 | 125.339 | 60.960 | -88 | -82 | -75 | -80 | -71 | -72 | -81 | -77 |
| K | 1722841333.161 | 74.718 | 179.256 | 60.960 | -75 | -74 | -83 | -75 | -77 | -74 | -70 | -73 |
| L | 1722841404.177 | 135.850 | 119.871 | 60.960 | -84 | -76 | -92 | -73 | -74 | -71 | -78 | -74 |
| M | 1722840804.166 | 39.906 | 42.412 | 60.960 | -100 | -90 | -72 | -81 | -86 | -78 | -78 | -77 |
| N | 1722841141.167 | 23.774 | 135.331 | 60.960 | -76 | -78 | -70 | -79 | -77 | -77 | -73 | -73 |
| O | 1722841341.167 | 45.000 | 152.808 | 60.960 | -82 | -79 | -77 | -86 | -79 | -78 | -73 | -72 |
| P | 1722841349.191 | 15.283 | 126.692 | 60.960 | -76 | -83 | -71 | -83 | -76 | -77 | -74 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841005.171
- **Target RSSI fingerprint:** [-82, -80, -90, -73, -79, -78, -80, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.86875716844202,
101.27952575683594,
60.96
] | 16 |
32,535 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130381.132 | 37.360 | 44.111 | 60.960 | -77 | -79 | -77 | -81 | -80 | -72 | -70 | -63 |
| B | 1724130301.183 | 39.907 | 32.406 | 60.960 | -75 | -80 | -76 | -77 | -69 | -74 | -78 | -69 |
| C | 1724130016.147 | 32.265 | 53.320 | 60.960 | -100 | -72 | -77 | -79 | -74 | -68 | -74 | -63 |
| D | 1724130040.131 | 83.210 | 62.902 | 60.960 | -76 | -100 | -74 | -78 | -83 | -81 | -69 | -70 |
| E | 1724130197.149 | 33.963 | 44.456 | 60.960 | -82 | -74 | -82 | -79 | -77 | -67 | -79 | -66 |
| F | 1724130502.119 | 0.000 | 121.543 | 60.960 | -99 | -94 | -100 | -100 | -97 | -98 | -100 | -90 |
| G | 1724130232.127 | 101.890 | 25.638 | 60.960 | -76 | -79 | -77 | -82 | -81 | -74 | -76 | -65 |
| H | 1724130395.157 | 9.340 | 107.251 | 60.960 | -76 | -80 | -77 | -78 | -78 | -76 | -81 | -65 |
| I | 1724129915.121 | 73.021 | 72.032 | 60.960 | -79 | -76 | -78 | -81 | -79 | -74 | -71 | -63 |
| J | 1724129873.134 | 118.023 | 28.531 | 60.960 | -84 | -74 | -83 | -78 | -81 | -68 | -67 | -78 |
| K | 1724129810.161 | 57.738 | 11.572 | 60.960 | -75 | -100 | -71 | -75 | -74 | -75 | -74 | -71 |
| L | 1724130329.128 | 131.608 | 69.789 | 60.960 | -81 | -74 | -100 | -78 | -79 | -74 | -72 | -72 |
| M | 1724130031.138 | 74.720 | 76.650 | 60.960 | -100 | -75 | -80 | -83 | -81 | -77 | -69 | -69 |
| N | 1724130098.136 | 74.720 | 75.946 | 60.960 | -82 | -76 | -79 | -82 | -85 | -77 | -67 | -62 |
| O | 1724130296.120 | 29.718 | 52.869 | 60.960 | -78 | -77 | -81 | -80 | -82 | -78 | -81 | -76 |
| P | 1724130137.123 | 99.343 | 51.383 | 60.960 | -84 | -75 | -84 | -82 | -82 | -73 | -70 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129801.131
- **Target RSSI fingerprint:** [-74, -100, -77, -76, -76, -76, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90704173128398,
52.497615814208984,
60.96
] | 16 |
10,210 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006780.165 | 56.038 | 81.255 | 42.672 | -83 | -83 | -86 | -90 | -86 | -79 | -83 | -73 |
| B | 1723006314.174 | 85.755 | 34.370 | 42.672 | -82 | -85 | -78 | -86 | -89 | -100 | -78 | -100 |
| C | 1723006518.155 | 132.454 | 6.728 | 42.672 | -83 | -81 | -91 | -75 | -78 | -85 | -88 | -79 |
| D | 1723006874.160 | 94.246 | 40.037 | 42.672 | -82 | -79 | -88 | -85 | -83 | -74 | -86 | -74 |
| E | 1723006341.171 | 11.038 | 81.148 | 42.672 | -88 | -79 | -88 | -87 | -80 | -78 | -83 | -77 |
| F | 1723006026.174 | 203.775 | 1.261 | 42.672 | -90 | -100 | -100 | -83 | -88 | -88 | -97 | -75 |
| G | 1723006395.154 | 155.378 | 6.622 | 42.672 | -84 | -77 | -72 | -87 | -85 | -79 | -75 | -80 |
| H | 1723006462.140 | 15.283 | 79.463 | 42.672 | -91 | -80 | -69 | -86 | -84 | -81 | -72 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006250.134
- **Target RSSI fingerprint:** [-81, -100, -77, -78, -84, -85, -82, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
177.4540026584482,
39.24050807952881,
42.672000000000004
] | 8 |
27,556 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941076.153 | 35.661 | 118.624 | 51.816 | -100 | -56 | -100 | -77 | -72 | -77 | -73 | -68 |
| B | 1725940850.155 | 5.943 | 55.736 | 51.816 | -77 | -76 | -75 | -72 | -71 | -75 | -61 | -71 |
| C | 1725941255.144 | 7.642 | 67.347 | 51.816 | -71 | -65 | -78 | -72 | -71 | -68 | -67 | -72 |
| D | 1725941329.145 | 16.981 | 69.470 | 51.816 | -76 | -60 | -74 | -74 | -79 | -74 | -67 | -70 |
| E | 1725940766.146 | 75.567 | 10.736 | 51.816 | -81 | -85 | -75 | -81 | -75 | -69 | -73 | -70 |
| F | 1725941291.170 | 84.907 | 73.651 | 51.816 | -77 | -82 | -80 | -79 | -76 | -79 | -77 | -63 |
| G | 1725941094.170 | 101.888 | 57.580 | 51.816 | -75 | -81 | -80 | -82 | -82 | -83 | -81 | -60 |
| H | 1725940892.149 | 101.039 | 57.700 | 51.816 | -76 | -74 | -79 | -75 | -73 | -80 | -72 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941186.154
- **Target RSSI fingerprint:** [-75, -100, -76, -70, -71, -73, -74, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28443724796047,
40.03673076629639,
51.816
] | 8 |
43,733 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128414.130 | 52.643 | 0.690 | 51.816 | -65 | -79 | -86 | -71 | -84 | -84 | -86 | -81 |
| B | 1724128424.122 | 33.963 | 38.564 | 51.816 | -70 | -77 | -100 | -73 | -74 | -76 | -68 | -69 |
| C | 1724128726.125 | 64.531 | 39.121 | 51.816 | -100 | -78 | -100 | -75 | -79 | -73 | -66 | -69 |
| D | 1724128593.133 | 55.191 | 1.765 | 51.816 | -79 | -72 | -100 | -82 | -84 | -82 | -63 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128390.158
- **Target RSSI fingerprint:** [-82, -100, -65, -100, -80, -76, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.13263407325024,
87.81009197235107,
51.816
] | 4 |
19,381 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999477.129 | 127.359 | 81.427 | 42.672 | -83 | -86 | -87 | -87 | -79 | -85 | -77 | -70 |
| B | 1723000073.139 | 137.548 | 30.310 | 42.672 | -89 | -82 | -88 | -82 | -83 | -77 | -83 | -71 |
| C | 1722999916.132 | 59.434 | 94.764 | 42.672 | -79 | -79 | -82 | -84 | -82 | -86 | -100 | -68 |
| D | 1722999893.137 | 7.642 | 60.141 | 42.672 | -91 | -85 | -89 | -90 | -93 | -92 | -77 | -81 |
| E | 1722999563.151 | 1.698 | 85.753 | 42.672 | -79 | -89 | -82 | -75 | -86 | -74 | -75 | -83 |
| F | 1722999530.136 | 77.265 | 27.616 | 42.672 | -92 | -78 | -92 | -82 | -90 | -85 | -84 | -73 |
| G | 1722999567.137 | 1.698 | 85.156 | 42.672 | -76 | -85 | -78 | -69 | -85 | -65 | -81 | -84 |
| H | 1722999785.143 | 16.132 | 88.195 | 42.672 | -86 | -88 | -86 | -86 | -88 | -84 | -73 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000059.144
- **Target RSSI fingerprint:** [-89, -78, -75, -83, -75, -83, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.0762140704707,
15.791749954223633,
42.672000000000004
] | 8 |
10,791 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007935.167 | 140.944 | 68.369 | 51.816 | -84 | -72 | -77 | -85 | -85 | -70 | -78 | -79 |
| B | 1723008038.163 | 50.944 | 7.405 | 51.816 | -83 | -84 | -83 | -83 | -71 | -86 | -77 | -74 |
| C | 1723008174.152 | 159.624 | 9.263 | 51.816 | -83 | -74 | -74 | -80 | -86 | -72 | -74 | -78 |
| D | 1723008208.155 | 75.567 | 61.455 | 51.816 | -79 | -100 | -80 | -81 | -74 | -78 | -64 | -78 |
| E | 1723007828.162 | 204.624 | 2.216 | 51.816 | -104 | -100 | -86 | -96 | -100 | -82 | -96 | -90 |
| F | 1723007976.157 | 89.152 | 25.187 | 51.816 | -88 | -90 | -79 | -92 | -68 | -82 | -81 | -81 |
| G | 1723008294.168 | 151.982 | 16.044 | 51.816 | -83 | -81 | -89 | -85 | -82 | -88 | -68 | -76 |
| H | 1723007994.162 | 66.227 | 84.240 | 51.816 | -76 | -79 | -100 | -72 | -81 | -83 | -67 | -71 |
| I | 1723007826.163 | 202.926 | 1.818 | 51.816 | -100 | -98 | -88 | -91 | -100 | -85 | -100 | -77 |
| J | 1723008388.157 | 145.190 | 57.010 | 51.816 | -80 | -74 | -76 | -82 | -83 | -71 | -77 | -76 |
| K | 1723008265.165 | 60.283 | 7.020 | 51.816 | -80 | -83 | -74 | -80 | -77 | -78 | -82 | -76 |
| L | 1723008009.175 | 0.000 | 80.949 | 51.816 | -89 | -89 | -100 | -83 | -69 | -100 | -77 | -80 |
| M | 1723008129.143 | 28.019 | 85.037 | 51.816 | -79 | -78 | -71 | -85 | -73 | -68 | -73 | -76 |
| N | 1723008437.147 | 67.925 | 81.573 | 51.816 | -81 | -86 | -85 | -77 | -81 | -83 | -81 | -76 |
| O | 1723007905.168 | 208.020 | 11.426 | 51.816 | -75 | -76 | -77 | -67 | -78 | -74 | -71 | -67 |
| P | 1723008623.166 | 186.794 | 27.855 | 51.816 | -86 | -84 | -75 | -85 | -79 | -70 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008534.147
- **Target RSSI fingerprint:** [-78, -78, -85, -74, -84, -100, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17058499845386,
43.5931921005249,
51.816
] | 16 |
18,143 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006919.131 | 50.944 | 83.431 | 42.672 | -85 | -100 | -88 | -89 | -72 | -69 | -73 | -81 |
| B | 1723006803.143 | 14.434 | 62.291 | 42.672 | -82 | -82 | -76 | -74 | -72 | -87 | -87 | -78 |
| C | 1723006546.154 | 69.623 | 72.085 | 42.672 | -86 | -82 | -87 | -85 | -82 | -80 | -79 | -74 |
| D | 1723006312.157 | 89.152 | 24.272 | 42.672 | -87 | -80 | -85 | -84 | -83 | -80 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006649.171
- **Target RSSI fingerprint:** [-78, -76, -85, -82, -100, -85, -85, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09496793179999,
39.585537910461426,
42.672000000000004
] | 4 |
26,235 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940879.140 | 53.491 | 101.970 | 51.816 | -78 | -80 | -81 | -74 | -78 | -79 | -79 | -67 |
| B | 1725940899.152 | 106.134 | 53.732 | 51.816 | -81 | -77 | -74 | -80 | -76 | -78 | -69 | -64 |
| C | 1725940910.156 | 101.039 | 32.592 | 51.816 | -87 | -81 | -78 | -83 | -77 | -79 | -73 | -83 |
| D | 1725940978.202 | 98.492 | 14.942 | 51.816 | -87 | -84 | -84 | -85 | -81 | -74 | -79 | -84 |
| E | 1725941153.148 | 0.000 | 28.929 | 51.816 | -82 | -78 | -83 | -78 | -75 | -74 | -74 | -81 |
| F | 1725941340.167 | 5.943 | 60.539 | 51.816 | -69 | -100 | -78 | -100 | -72 | -69 | -68 | -64 |
| G | 1725940931.175 | 11.887 | 74.633 | 51.816 | -58 | -72 | -73 | -74 | -100 | -100 | -100 | -67 |
| H | 1725941101.160 | 106.134 | 50.109 | 51.816 | -83 | -81 | -78 | -78 | -79 | -79 | -68 | -71 |
| I | 1725941207.152 | 67.076 | 87.823 | 51.816 | -80 | -83 | -78 | -79 | -71 | -76 | -65 | -71 |
| J | 1725941316.156 | 77.265 | 41.563 | 51.816 | -83 | -75 | -78 | -75 | -74 | -76 | -74 | -66 |
| K | 1725940963.139 | 50.944 | 22.520 | 51.816 | -84 | -79 | -83 | -76 | -72 | -68 | -70 | -72 |
| L | 1725941122.156 | 55.189 | 51.529 | 51.816 | -84 | -74 | -79 | -78 | -76 | -76 | -76 | -70 |
| M | 1725941251.151 | 3.396 | 47.097 | 51.816 | -81 | -72 | -80 | -70 | -76 | -74 | -72 | -71 |
| N | 1725941188.160 | 106.983 | 48.901 | 51.816 | -100 | -70 | -73 | -72 | -67 | -62 | -64 | -62 |
| O | 1725940855.147 | 11.038 | 82.051 | 51.816 | -55 | -71 | -70 | -70 | -71 | -68 | -77 | -71 |
| P | 1725941030.170 | 50.095 | 23.767 | 51.816 | -86 | -81 | -83 | -84 | -74 | -75 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941284.179
- **Target RSSI fingerprint:** [-80, -77, -79, -73, -74, -77, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.585694920236065,
97.16570854187012,
51.816
] | 16 |
15,727 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840962.175 | 47.548 | 96.993 | 60.960 | -86 | -83 | -71 | -84 | -85 | -74 | -71 | -76 |
| B | 1722841178.169 | 88.303 | 130.488 | 60.960 | -81 | -84 | -79 | -82 | -76 | -79 | -72 | -71 |
| C | 1722840803.173 | 36.510 | 39.174 | 60.960 | -87 | -84 | -70 | -80 | -80 | -79 | -77 | -80 |
| D | 1722840695.167 | 0.849 | 11.505 | 60.960 | -100 | -74 | -93 | -76 | -75 | -86 | -100 | -71 |
| E | 1722841293.194 | 112.076 | 98.625 | 60.960 | -90 | -82 | -88 | -83 | -77 | -76 | -72 | -77 |
| F | 1722840900.153 | 118.869 | 142.829 | 60.960 | -82 | -84 | -90 | -80 | -85 | -77 | -76 | -72 |
| G | 1722841170.143 | 57.736 | 103.230 | 60.960 | -83 | -84 | -74 | -87 | -80 | -72 | -73 | -72 |
| H | 1722840811.157 | 64.529 | 63.207 | 60.960 | -83 | -86 | -75 | -75 | -78 | -77 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841347.177
- **Target RSSI fingerprint:** [-77, -80, -69, -77, -75, -72, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.075626331282088,
132.74359226226807,
60.96
] | 8 |
32,412 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130338.143 | 141.797 | 51.317 | 60.960 | -77 | -75 | -77 | -77 | -79 | -70 | -77 | -82 |
| B | 1724130380.130 | 39.058 | 39.599 | 60.960 | -76 | -79 | -79 | -79 | -81 | -73 | -73 | -64 |
| C | 1724130249.111 | 144.345 | 44.217 | 60.960 | -81 | -85 | -77 | -83 | -86 | -74 | -74 | -74 |
| D | 1724130219.130 | 78.116 | 77.220 | 60.960 | -77 | -76 | -75 | -72 | -72 | -72 | -73 | -68 |
| E | 1724129814.128 | 62.832 | 0.000 | 60.960 | -74 | -73 | -100 | -73 | -73 | -81 | -75 | -71 |
| F | 1724130335.129 | 135.854 | 64.096 | 60.960 | -80 | -75 | -80 | -76 | -78 | -74 | -79 | -78 |
| G | 1724130027.133 | 57.738 | 68.263 | 60.960 | -100 | -80 | -77 | -81 | -71 | -78 | -71 | -69 |
| H | 1724129789.139 | 15.284 | 107.450 | 60.960 | -74 | -75 | -100 | -73 | -69 | -80 | -100 | -71 |
| I | 1724130138.134 | 104.438 | 53.758 | 60.960 | -81 | -85 | -71 | -81 | -81 | -72 | -72 | -72 |
| J | 1724130207.119 | 43.303 | 60.964 | 60.960 | -83 | -84 | -80 | -85 | -83 | -80 | -70 | -72 |
| K | 1724129842.122 | 61.983 | 69.378 | 60.960 | -83 | -100 | -77 | -100 | -80 | -76 | -71 | -70 |
| L | 1724130200.123 | 30.567 | 52.723 | 60.960 | -100 | -81 | -76 | -82 | -78 | -78 | -70 | -66 |
| M | 1724130284.166 | 58.587 | 67.838 | 60.960 | -77 | -80 | -76 | -79 | -83 | -74 | -77 | -64 |
| N | 1724130291.125 | 29.718 | 53.400 | 60.960 | -76 | -75 | -78 | -76 | -77 | -76 | -74 | -63 |
| O | 1724130221.125 | 79.814 | 74.659 | 60.960 | -81 | -84 | -83 | -79 | -82 | -77 | -80 | -77 |
| P | 1724129719.136 | 7.642 | 118.133 | 60.960 | -100 | -100 | -96 | -100 | -97 | -100 | -95 | -96 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129986.208
- **Target RSSI fingerprint:** [-78, -78, -78, -81, -86, -74, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98483527961237,
24.430766105651855,
60.96
] | 16 |
12,043 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838710.154 | 5.094 | 6.768 | 51.816 | -100 | -81 | -86 | -86 | -81 | -100 | -74 | -79 |
| B | 1722838938.164 | 68.774 | 64.176 | 51.816 | -91 | -70 | -74 | -88 | -74 | -78 | -75 | -85 |
| C | 1722838920.186 | 118.020 | 101.651 | 51.816 | -81 | -73 | -80 | -84 | -83 | -85 | -73 | -85 |
| D | 1722839204.161 | 106.982 | 92.428 | 51.816 | -88 | -78 | -88 | -80 | -84 | -77 | -81 | -79 |
| E | 1722839225.180 | 123.963 | 141.821 | 51.816 | -78 | -84 | -85 | -81 | -80 | -83 | -76 | -72 |
| F | 1722839027.191 | 106.982 | 170.511 | 51.816 | -78 | -86 | -88 | -72 | -78 | -81 | -77 | -73 |
| G | 1722838942.146 | 56.038 | 77.194 | 51.816 | -90 | -85 | -83 | -82 | -74 | -87 | -84 | -70 |
| H | 1722838947.174 | 38.208 | 96.383 | 51.816 | -92 | -82 | -83 | -78 | -78 | -81 | -85 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839038.153
- **Target RSSI fingerprint:** [-89, -100, -82, -86, -86, -82, -85, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.54781855895133,
193.77406120300293,
51.816
] | 8 |
15,110 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999889.231 | 37.359 | 125.299 | 42.672 | -91 | -87 | -91 | -91 | -74 | -88 | -88 | -73 |
| B | 1732000154.227 | 118.020 | 99.262 | 42.672 | -74 | -85 | -75 | -80 | -77 | -76 | -65 | -74 |
| C | 1732000050.250 | 123.963 | 155.529 | 42.672 | -88 | -89 | -86 | -86 | -75 | -78 | -89 | -76 |
| D | 1731999696.227 | 50.095 | 103.628 | 42.672 | -93 | -85 | -89 | -80 | -92 | -79 | -69 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000084.238
- **Target RSSI fingerprint:** [-78, -87, -75, -74, -88, -80, -82, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.2078164125164,
139.2593479156494,
42.672000000000004
] | 4 |
14,537 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839299.159 | 94.246 | 137.375 | 51.816 | -89 | -81 | -92 | -78 | -80 | -76 | -68 | -76 |
| B | 1722838724.171 | 58.585 | 56.174 | 51.816 | -81 | -86 | -84 | -83 | -73 | -78 | -74 | -82 |
| C | 1722839130.166 | 97.642 | 85.780 | 51.816 | -73 | -86 | -84 | -86 | -88 | -78 | -84 | -82 |
| D | 1722838926.166 | 94.246 | 82.874 | 51.816 | -72 | -86 | -81 | -87 | -89 | -81 | -86 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838754.168
- **Target RSSI fingerprint:** [-85, -86, -86, -80, -84, -88, -88, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886875778213934,
127.64776706695557,
51.816
] | 4 |
20,703 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002939.151 | 108.680 | 11.797 | 51.816 | -74 | -76 | -77 | -78 | -74 | -82 | -70 | -69 |
| B | 1723003456.182 | 58.585 | 93.782 | 51.816 | -84 | -80 | -86 | -87 | -79 | -80 | -69 | -74 |
| C | 1723003375.164 | 105.284 | 11.333 | 51.816 | -75 | -77 | -74 | -71 | -73 | -76 | -72 | -64 |
| D | 1723003213.146 | 11.038 | 49.034 | 51.816 | -91 | -88 | -89 | -89 | -91 | -91 | -92 | -80 |
| E | 1723003230.155 | 22.076 | 89.535 | 51.816 | -86 | -79 | -87 | -82 | -83 | -79 | -69 | -81 |
| F | 1723002886.135 | 39.906 | 88.553 | 51.816 | -85 | -87 | -79 | -79 | -75 | -90 | -85 | -65 |
| G | 1723003045.152 | 129.057 | 59.013 | 51.816 | -76 | -83 | -85 | -85 | -100 | -66 | -72 | -67 |
| H | 1723003127.153 | 12.736 | 52.869 | 51.816 | -100 | -75 | -75 | -78 | -86 | -83 | -69 | -75 |
| I | 1723003476.152 | 121.416 | 92.136 | 51.816 | -77 | -87 | -82 | -83 | -83 | -82 | -71 | -65 |
| J | 1723003489.151 | 90.850 | 36.706 | 51.816 | -75 | -75 | -84 | -83 | -72 | -74 | -69 | -62 |
| K | 1723002847.149 | 102.737 | 9.050 | 51.816 | -82 | -86 | -80 | -75 | -77 | -76 | -81 | -71 |
| L | 1723003313.149 | 68.774 | 90.239 | 51.816 | -87 | -86 | -85 | -85 | -72 | -78 | -72 | -73 |
| M | 1723003311.152 | 68.774 | 87.518 | 51.816 | -88 | -88 | -81 | -74 | -78 | -90 | -75 | -73 |
| N | 1723003266.148 | 129.057 | 43.301 | 51.816 | -81 | -83 | -85 | -88 | -79 | -65 | -71 | -64 |
| O | 1723003003.145 | 0.849 | 87.797 | 51.816 | -90 | -87 | -84 | -82 | -88 | -82 | -78 | -79 |
| P | 1723003389.184 | 133.303 | 21.684 | 51.816 | -81 | -84 | -82 | -78 | -83 | -74 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003191.157
- **Target RSSI fingerprint:** [-78, -86, -81, -84, -75, -79, -88, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45340829109755,
46.419782638549805,
51.816
] | 16 |
40,375 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128620.110 | 42.454 | 63.645 | 51.816 | -87 | -80 | -81 | -87 | -100 | -81 | -68 | -80 |
| B | 1724128817.135 | 79.814 | 71.501 | 51.816 | -100 | -76 | -79 | -79 | -63 | -74 | -76 | -65 |
| C | 1724128843.133 | 141.797 | 44.137 | 51.816 | -80 | -78 | -76 | -78 | -77 | -83 | -100 | -75 |
| D | 1724128600.129 | 51.794 | 8.400 | 51.816 | -65 | -76 | -75 | -71 | -100 | -78 | -65 | -65 |
| E | 1724128561.132 | 129.910 | 70.121 | 51.816 | -78 | -79 | -82 | -82 | -75 | -81 | -81 | -79 |
| F | 1724128609.135 | 32.265 | 49.114 | 51.816 | -69 | -78 | -75 | -81 | -100 | -82 | -68 | -78 |
| G | 1724128453.113 | 79.814 | 54.568 | 51.816 | -100 | -78 | -86 | -81 | -63 | -77 | -79 | -65 |
| H | 1724128657.189 | 129.061 | 38.869 | 51.816 | -100 | -74 | -74 | -77 | -69 | -73 | -80 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128515.146
- **Target RSSI fingerprint:** [-85, -83, -80, -85, -100, -81, -65, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94516023131655,
65.76799392700195,
51.816
] | 8 |
4,983 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999614.161 | 138.397 | 13.987 | 42.672 | -74 | -70 | -79 | -67 | -69 | -65 | -72 | -72 |
| B | 1723000053.145 | 81.510 | 14.942 | 42.672 | -87 | -78 | -76 | -82 | -77 | -84 | -70 | -70 |
| C | 1722999624.163 | 139.246 | 32.831 | 42.672 | -83 | -82 | -81 | -81 | -78 | -75 | -79 | -70 |
| D | 1723000172.137 | 118.020 | 68.528 | 42.672 | -87 | -83 | -82 | -78 | -75 | -81 | -65 | -70 |
| E | 1723000072.162 | 137.548 | 25.599 | 42.672 | -78 | -85 | -77 | -75 | -81 | -71 | -78 | -69 |
| F | 1722999682.141 | 14.434 | 90.265 | 42.672 | -89 | -87 | -78 | -87 | -84 | -89 | -79 | -67 |
| G | 1722999540.126 | 68.774 | 76.703 | 42.672 | -85 | -88 | -81 | -87 | -87 | -81 | -74 | -70 |
| H | 1722999687.145 | 41.604 | 92.123 | 42.672 | -89 | -80 | -78 | -84 | -86 | -88 | -79 | -67 |
| I | 1722999927.148 | 113.774 | 98.771 | 42.672 | -86 | -87 | -84 | -85 | -72 | -86 | -71 | -68 |
| J | 1722999785.143 | 16.132 | 88.195 | 42.672 | -86 | -86 | -88 | -86 | -88 | -84 | -73 | -91 |
| K | 1722999658.166 | 16.981 | 46.022 | 42.672 | -87 | -86 | -83 | -82 | -87 | -81 | -74 | -80 |
| L | 1722999558.154 | 22.076 | 86.948 | 42.672 | -84 | -86 | -86 | -85 | -88 | -87 | -74 | -87 |
| M | 1722999746.145 | 84.057 | 11.850 | 42.672 | -80 | -74 | -84 | -77 | -81 | -75 | -67 | -89 |
| N | 1722999987.148 | 71.321 | 58.974 | 42.672 | -79 | -81 | -80 | -76 | -81 | -72 | -100 | -70 |
| O | 1722999940.149 | 136.699 | 86.948 | 42.672 | -90 | -85 | -89 | -87 | -79 | -88 | -62 | -72 |
| P | 1722999627.149 | 137.548 | 47.163 | 42.672 | -77 | -75 | -78 | -75 | -74 | -71 | -100 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000002.170
- **Target RSSI fingerprint:** [-85, -82, -89, -84, -85, -86, -69, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.03810703523535,
89.80064868927002,
42.672000000000004
] | 16 |
10,108 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004506.162 | 97.642 | 46.752 | 60.960 | -87 | -78 | -76 | -76 | -80 | -85 | -77 | -67 |
| B | 1723004401.148 | 73.019 | 32.340 | 60.960 | -85 | -76 | -85 | -81 | -76 | -76 | -79 | -67 |
| C | 1723004490.154 | 129.907 | 26.382 | 60.960 | -80 | -81 | -84 | -75 | -75 | -75 | -74 | -75 |
| D | 1723004755.143 | 2.547 | 81.055 | 60.960 | -77 | -77 | -84 | -83 | -86 | -76 | -74 | -78 |
| E | 1723004882.157 | 13.585 | 44.257 | 60.960 | -78 | -80 | -71 | -78 | -78 | -71 | -81 | -75 |
| F | 1723004576.143 | 127.359 | 81.865 | 60.960 | -87 | -100 | -100 | -87 | -89 | -73 | -70 | -63 |
| G | 1723004512.147 | 67.076 | 45.531 | 60.960 | -84 | -79 | -77 | -73 | -73 | -84 | -80 | -78 |
| H | 1723004866.144 | 5.943 | 86.417 | 60.960 | -81 | -77 | -75 | -85 | -82 | -87 | -87 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004943.141
- **Target RSSI fingerprint:** [-87, -75, -77, -75, -79, -82, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.18934138806034,
46.870975494384766,
60.96
] | 8 |
1,889 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833808.154 | 73.868 | 11.758 | 60.960 | -88 | -87 | -86 | -84 | -80 | -81 | -85 | -83 |
| B | 1722833520.139 | 72.170 | 120.323 | 60.960 | -79 | -82 | -88 | -89 | -89 | -86 | -84 | -82 |
| C | 1722833531.139 | 28.868 | 83.776 | 60.960 | -79 | -84 | -84 | -81 | -84 | -84 | -83 | -78 |
| D | 1722833116.146 | 66.227 | 4.711 | 60.960 | -86 | -100 | -81 | -80 | -100 | -80 | -94 | -105 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833583.163
- **Target RSSI fingerprint:** [-85, -90, -84, -80, -84, -86, -82, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43469439937768,
89.8271894454956,
60.96
] | 4 |
28,261 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939355.165 | 47.548 | 101.014 | 42.672 | -80 | -76 | -79 | -76 | -74 | -74 | -74 | -68 |
| B | 1725939470.149 | 107.832 | 45.040 | 42.672 | -100 | -68 | -65 | -76 | -73 | -71 | -66 | -62 |
| C | 1725939292.139 | 57.737 | 51.861 | 42.672 | -73 | -77 | -74 | -79 | -76 | -74 | -76 | -60 |
| D | 1725939592.167 | 90.850 | 29.487 | 42.672 | -76 | -85 | -76 | -76 | -71 | -73 | -80 | -63 |
| E | 1725939314.137 | 8.491 | 21.272 | 42.672 | -80 | -81 | -69 | -67 | -74 | -72 | -73 | -80 |
| F | 1725939540.134 | 17.830 | 102.872 | 42.672 | -63 | -71 | -77 | -65 | -75 | -72 | -67 | -64 |
| G | 1725939716.155 | 19.529 | 16.495 | 42.672 | -80 | -85 | -100 | -100 | -100 | -71 | -74 | -79 |
| H | 1725939579.150 | 104.435 | 50.427 | 42.672 | -74 | -67 | -78 | -80 | -79 | -71 | -77 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939271.155
- **Target RSSI fingerprint:** [-79, -70, -77, -75, -77, -74, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64282239441579,
52.16585636138916,
42.672000000000004
] | 8 |
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